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Machine Learning Hardware News

News Collection for Machine Learning Hardware

Startup Companies

- AIStorm
https://aistorm.ai/
    - "Startup Accelerates AI at the Sensor"
    Rick Merritt, 02.11.19
    https://www.eetimes.com/document.asp?doc_id=1334301

- Ambarella International LP
https://www.ambarella.com/
    - "Ambarella CV3 Joins Self-Driving Race"
    February 15, 2022
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6420&year=2022&tag=3
    - "Ambarella CV25 Camera SoC Basic Floorplan Analysis"
    https://www.techinsights.com/ja/node/33183
    - "Ambarella's (AMBA) CVflow Vision Processor to Power Arrival's EVs"
    Zacks Equity Research, Thu, July 1, 2021, 11:53 PM
    https://finance.yahoo.com/news/ambarellas-amba-cvflow-vision-processor-145302701.html
    - "CV3 Family"
    https://3vpstm1hc6e52739x31131p2-wpengine.netdna-ssl.com/wp-content/uploads/Ambarella_CV3_Product_Brief_13DEC2021.pdf
    - "Ambarella Joins ‘Open Vision’ ADAS Club"
    Junko Yoshida, 12.20.18
    https://www.eetimes.com/document.asp?doc_id=1334101

- Areanna
    - "Startup Runs AI in Novel SRAM"
    Rick Merritt  07.22.2019
    https://www.eetimes.com/startup-runs-ai-in-novel-sram/

- Bitmain
https://www.bitmain.com/
    - "Bitcoin ASIC Maker Bets on AI"
    Rick Merritt, 10.25.17
    https://www.eetimes.com/document.asp?doc_id=1332501

- BrainChip Holdings Ltd.
https://www.brainchipinc.com/
    - "BrainChip Achieves Full Commercialization of Its AKD1000 AIoT Chip with Availability of Mini PCIe Boards in High Volume"
    January 18, 2022
    https://www.edge-ai-vision.com/2022/01/brainchip-achieves-full-commercialization-of-its-akd1000-aiot-chip-with-availability-of-mini-pcie-boards-in-high-volume/
    - "BrainChip Partners with MegaChips to Develop Next-Generation Edge-Based AI Solutions"
    22 Novembre 2021
    https://www.01net.it/brainchip-partners-with-megachips-to-develop-next-generation-edge-based-ai-solutions/
    - "BrainChip Demonstrates Company's Event-Based AI Neural Processor at Embedded Vision Summit"
    September 9, 2020
    https://www.design-reuse.com/news/48608/brainchip-event-based-ai-neural-processor.html
    - "BrainChip's Akida Development Environment Now Freely Available for Use"
    https://www.design-reuse.com/news/47521/brainchip-machine-learning-framework-freely-available.html
    - "NEUROMORPHIC CHIP MAKER TAKES AIM AT THE EDGE"
    January 30, 2020 Michael Feldman
    https://www.nextplatform.com/2020/01/30/neuromorphic-chip-maker-takes-aim-at-the-edge/
    - "First Wave of Spiking Neural Network Hardware Hits"
    September 11, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/09/11/first-wave-of-spiking-neural-network-hardware-hits
    - "Neuromorphic Computing Gets a Lift"
    Nitin Dahad, 08.01.18
    https://www.eetimes.com/document.asp?doc_id=1333541
    - "BrainChip Discloses SNN Chip"
    Rick Merritt, 09.10.18
    https://www.eetimes.com/document.asp?doc_id=1333677
    - "BrainChip Appoints Former Exar CEO to Lead Company"
    Peter Clarke, 10.10.16
    https://www.eetimes.com/document.asp?doc_id=1330603

- Cerebras Systems
    - "Patents Assigned to Cerebras Systems Inc."
    https://patents.justia.com/assignee/cerebras-systems-inc
    - "Cerebras brings wafer-size AI chips to medical data analysis"
    14 Mar 2022
    https://www.theregister.com/2022/03/14/cerebras_ai_chips/
    - "CEREBRAS SHOWS OFF SCALE UP AI PERFORMANCE FOR BIG PHARMA AND BIG OIL"
    March 2, 2022 Timothy Prickett Morgan
    https://www.nextplatform.com/2022/03/02/cerebras-shows-off-scale-up-ai-performance-for-big-pharma-and-big-oil/
    - "Cerebras Systems Launches Software Development Kit for Wafer-Scale Applications"
    November 16, 2021
    https://insidehpc.com/2021/11/cerebras-systems-launches-software-development-kit-for-wafer-scale-applications/
    - "AI chip startup Cerebras Systems raises $250 million in funding"
    November 11, 2021
    https://www.reuters.com/technology/ai-chip-startup-cerebras-systems-raises-250-million-funding-2021-11-10/
    - "Cerebras Performs Extreme Training"
    September 21, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6363&year=2021&tag=3
    - "Cerebras Brings Its Wafer-Scale Engine AI System to the Cloud"
    September 16, 2021
    https://www.hpcwire.com/2021/09/16/cerebras-wafer-scale-engine-ai-system-is-now-available-in-the-cloud/
    - "CEREBRAS SHIFTS ARCHITECTURE TO MEET MASSIVE AI/ML MODELS"
    August 24, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/08/24/cerebras-shifts-architecture-to-meet-massive-ai-ml-models/
    - "DRUG DISCOVERY A SWEET SPOT FOR CEREBRAS CS-2"
    August 18, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/08/18/drug-discovery-a-sweet-spot-for-cerebras-cs-2/
    - "EPCC KICKING TIRES ON NEW CS-1 AI SYSTEM"
    June 18, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/06/18/epcc-kicking-tires-on-new-cs-1-ai-system/
    - "NEOCORTEX SUPERCOMPUTER TO PUT CEREBRAS CS-1 TO THE TEST"
    March 30, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/03/30/neocortex-supercomputer-to-put-cerebras-cs-1-to-the-test/
    - "Cerebras Doubles Down With WSE2"
    April 27, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6300&year=2021&tag=3
    - "ONE GIANT LEAP FOR WAFERSCALE AI"
    April 20, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/04/20/one-giant-leap-for-waferscale-ai/
    - "WAFERSCALE MAKES FURTHER AI SUPERCOMPUTING INROADS"
    February 3, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/02/03/cerebras-makes-further-ai-supercomputing-inroads/
    - "IS THERE A WAFER-SCALE REVOLUTION ON THE HORIZON?"
    October 23, 2020 Nicole Hemsoth
    https://www.nextplatform.com/2020/10/23/is-there-a-wafer-scale-revolution-on-the-horizon/
    - "Cerebras CS-1 Wafer-Scale AI System at SC19"
    December 1, 2019
    https://www.servethehome.com/cerebras-cs-1-wafer-scale-ai-system-at-sc19/
    - "Cerebras deploys the CS-1, the Industry’s Fastest AI Computer, at Argonne National Lab"
    Andrew Feldman, November 19, 2019
    https://www.cerebras.net/cerebras-deploys-the-cs-1-the-industrys-fastest-ai-computer-at-argonne-national-lab/
    - "Machine Learning Chip Breaks New Ground With Waferscale Integration"
    August 21, 2019 Michael Feldman
    https://www.nextplatform.com/2019/08/21/machine-learning-chip-breaks-new-ground-with-waferscale-integration/
    - ""Startup Spins Whole Wafer for AI "
    Rick Merritt, 08.19.19
    https://www.eetimes.com/document.asp?doc_id=1335043

- Cornami, Inc.
https://cornami.com
    - "Patents Assigned to Cornami, Inc."
    https://patents.justia.com/assignee/cornami-inc
    - "AI Startup Cornami reveals details of neural net chip"
    November 1, 2018
    https://www.zdnet.com/article/ai-startup-cornami-reveals-details-of-neural-net-chip/

- Darwin AI
https://www.darwinai.ca/research.html
    - "Self-Creating Neural Networks That Explain Themselves"
    September 18, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/09/18/toward-self-creating-neural-networks-that-explain-themselves

- DeepVision
https://deepvision.io
    - "Deep Vision Optimizes AI Data Flow"
    March 9, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6280&year=2021&tag=3
    - "AI Startup Deep Vision Powers AI Innovation at the Edge"
    https://www.design-reuse.com/news/49035/ai-startup-deep-vision.html

- Enflame
https://www.enflame-tech.com
    - "THE AI TRAINING CHIP TENCENT HAS AN EYE ON"
    August 26, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/08/26/the-ai-training-chip-tencent-has-an-eye-on/
    - "Enflame Stokes AI Acceleration"
    February 16, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6271&year=2021&tag=3

- eSilicon
https://www.esilicon.com
    - "eSilicon tapes out deep learning ASIC"
    September 13, 2017
    https://www.esilicon.com/company/news-events/press-releases/esilicon-tapes-deep-learning-asic/

- Esperanto Technologies Inc.
https://www.esperanto.ai/
    - "RISC-V UPSTART TARGETS ML INFERENCE PERFORMANCE, POWER EFFICIENCY"
    September 20, 2021 Jeffrey Burt
    https://www.nextplatform.com/2021/09/20/esperanto-chip-drives-ml-inference-performance-and-power-efficiency/
    - "Esperanto Minions Excel at AI"
    December 22, 2020
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6251&year=2020&tag=3
    - "ESPERANTO MAXES OUT RISC-V: High-End Maxion CPU Raises RISC-V Performance Bar."
    Linley Gwennap, December 10, 2018
    https://www.esperanto.ai/esperanto-maxes-out-risc-v-the-linley-group/
    - "Video presentation: The Esperanto ET Maxion High Performance Out-of-Order RISC-V Processor"
    https://www.youtube.com/watch?v=NjEslX_-t0Q
    - "AI Startup Hires Two Tesla EEs"
    Rick Merritt, 08.20.18
    https://www.eetimes.com/document.asp?doc_id=1333607

- Graphcore, Ltd.
    - "Patents Assigned to Graphcore Limited"
    https://patents.justia.com/assignee/graphcore-limited
    - "GRAPHCORE GOES FULL 3D WITH AI CHIPS"
    March 3, 2022 Timothy Prickett Morgan
    https://www.nextplatform.com/2022/03/03/graphcore-goes-3d-with-ai-chips-architects-10-exaflops-ultra-intelligent-machine/
    - "GRAPHCORE RIGHT ON THE MONEY IN FIRST MLPERF APPEARANCE"
    June 30, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/06/30/graphcore-right-on-the-money-in-first-mlperf-appearance/
    - "GRAPHCORE SHOWS GAN GAINS FOR CERN"
    March 24, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/03/24/graphcore-shows-gan-gains-for-cern/
    - "GRAPHCORE RIGHT ON THE MONEY IN FIRST MLPERF APPEARANCE"
    June 30, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/06/30/graphcore-right-on-the-money-in-first-mlperf-appearance/
    - "GRAPHCORE IPU PUT THROUGH THE SUPERCOMPUTING PACES"
    January 20, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/01/20/graphcore-ipu-put-through-the-supercomputing-paces/
    - "Graphcore Doubles IPU Performance"
    August 4, 2020
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6193&year=2020&tag=3
    - "British chip designer Graphcore unveils new AI processor more complex than Nvidia’s"
    James Vincent  Jul 15, 2020
    https://www.theverge.com/2020/7/15/21324103/ai-chips-nvidia-graphcore-colossus-mk2-gc200-ipu
    - "Graphcore C2 Card performance for image-based deep learning application: A Report"
    Submitted on 26 Feb 2020
    https://arxiv.org/abs/2002.11670
    - "Microsoft Incorporates Graphcore AI Chips in Azure Cloud"
    Sally Ward-Foxton  11.14.2019
    https://www.eetimes.com/microsoft-incorporates-graphcore-ai-chips-in-azure-cloud/#
    - "Dissecting the Graphcore IPU Architecture via Microbenchmarking"
    Submitted on 7 Dec 2019
    https://arxiv.org/abs/1912.03413
    - "Microsoft Incorporates Graphcore AI Chips in Azure Cloud"
    Sally Ward-Foxton, 11.14.19
    https://www.eetimes.com/document.asp?doc_id=1335297
    - "Graphcore CEO Touts ‘Most Complex Processor’ Ever"
    Sally Ward-Foxton  04.18.2019 
    https://www.eetimes.com/graphcore-ceo-touts-most-complex-processor-ever/
    - "BMW, Microsoft Join $200 Million Graphcore Funding"
    Nitin Dahad, 12.20.18
    https://www.eetimes.com/document.asp?doc_id=1334106
    - "AI Silicon Startups Report Traction"
    Rick Merritt, 11.19.18
    https://www.eetimes.com/document.asp?doc_id=1333988
    - "Graphcore Builds Momentum with Early Silicon"
    January 29, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/01/29/graphcore-builds-momentum-early-silicon
    - "AI Chip Startup Graphcore Lands $50 Million in Funding"
    Dylan McGrath, 11.14.17
    https://www.eetimes.com/document.asp?doc_id=1332596
    - "A Dive into Deep Learning Chip Startup Graphcore’s Software Stack"
    May 8, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/05/08/dive-deep-learning-chip-startup-graphcores-software-stack
    - "AI Chip Startup Shares Insights"
    Peter Clarke, 11.01.16
    https://www.eetimes.com/document.asp?doc_id=1330739

- GreenWaves Technologies
https://greenwaves-technologies.com/
    - "GreenWaves’ Ultra-Low Power GAP9 IoT Apps Processor Suits Intelligence at the Edge"
    RICH NASS, JANUARY 21, 2020
    https://www.embedded-computing.com/guest-blogs/greenwaves-ultra-low-power-gap9-iot-apps-processor-suits-intelligence-at-the-edge
    - "Ultra-Low Power AI Chip Ups the Ante"
    Sally Ward-Foxton  12.18.2019
    https://www.eetimes.com/ultra-low-power-ai-chip-ups-the-ante/
    - "AI at the Very, Very Edge"
    Sally Ward-Foxton  07.12.2019 
    https://www.eetimes.com/ai-at-the-very-very-edge/

- Groq, Inc.
https://groq.com/
    - "Patents Assigned to Groq, Inc."
    https://patents.justia.com/search?q=groq
    - "WILL GROQ RE-EMERGE TO STEAL AI MARKET SHARE?"
    May 3, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/05/03/will-groq-re-emerge-to-steal-ai-market-share/
    - "Groq Gets Connected"
    November 10, 2020
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6233&year=2020&tag=3
    - "GROQ SHARES RECIPE FOR TSP NODES, SYSTEMS"
    September 29, 2020 Nicole Hemsoth
    https://www.nextplatform.com/2020/09/29/groq-shares-recipe-for-tsp-nodes-systems/
    - "Groq Hardware Now Available on Nimbix Cloud"
    https://www.design-reuse.com/news/47425/groq-pay-as-you-go-machine-learning-processing-nimbix-cloud.html
    - "Groq Rolls out AI Chip on the Cloud"
    22 January 2020, Sally Ward-Foxton
    https://www.eetasia.com/news/article/Groq-Rolls-out-AI-Chip-on-the-Cloud
    - "Groq’s AI Chip Debuts in the Cloud"
    Sally Ward-Foxton  01.21.2020
    https://www.eetimes.com/groqs-ai-chip-debuts-in-the-cloud/
    - "A LOOK INSIDE THE GROQ APPROACH TO AI INFERENCE"
    October 23, 2019 Nicole Hemsoth
    https://www.nextplatform.com/2019/10/23/a-look-inside-the-groq-approach-to-ai-inference/
    - "Multi-pass compression of uncompressed data"
    https://patents.justia.com/patent/10448054
    - A White Paper: "Tensor Streaming Architecture Delivers Unmatched Performance for Compute- Intensive Workloads"
    Dale Southard, 2019
    https://groq.com/wp-content/uploads/2019/10/Groq_Whitepaper_2019Oct.pdf
    - "Groq Announces Tensor Streaming Processor Architecture Capable of 1 PetaOp/s"
    November 14, 2019
    https://www.hpcwire.com/off-the-wire/groq-announces-tensor-streaming-processor-tsp-architecture-capable-of-1-petaop-s/
    - "Secretive semiconductor startup Groq raises $52M from Social Capital"
    Kate Clark, September 6, 2018
    https://techcrunch.com/2018/09/05/secretive-semiconductor-startup-groq-raises-52m-from-social-capital/
    - "Groq This: New AI Chips to Give GPUs a Run for Deep Learning Money"
    April 24, 2017
    https://www.hpcwire.com/2017/04/24/new-ai-chips-give-gpus-run-deep-learning-money
    - "Several Google engineers have left one of its most secretive AI projects to form a stealth start-up"
    Published Thu, Apr 20 2017
    https://www.cnbc.com/2017/04/20/ex-googlers-left-secretive-ai-unit-to-form-groq-with-palihapitiya.html

- Gyrfalcon Technology, Inc.
https://www.gyrfalcontech.ai
    - "Patents Assigned to Gyrfalcon Technology, Inc."
    https://patents.justia.com/assignee/gyrfalcon-technology-inc
    - "Gyrfalcon is Named as a Top 10 Processor for AI Acceleration at the Endpoint in 2020 by EE Times"
    https://www.design-reuse.com/news/48019/gyrfalcon-top-10-processor-for-ai-acceleration.html
    - "Gyrfalcon Showcases New Tech at 2020 Embedded Vision Summit"
    https://www.design-reuse.com/news/48642/gyrfalcon-2020-embedded-vision-summit.html
    - "Gyrfalcon Launches AI-X: Full-Stack Solution for Edge-AI Development"
    https://www.design-reuse.com/news/49052/gyrfalcon-launches-ai-x-full-stack-solution-for-edge-ai-development.html
    - "Gyrfalcon Technology - AI Accelerator Chips"
    https://www.youtube.com/watch?v=43LYRWkfhiY
    - "2-bit Model Compression of Deep Convolutional Neural Network on ASIC Engine for Image Retrieval"
    Submitted on 8 May 2019
    https://arxiv.org/abs/1905.03362
    - "SuperTML: Two-Dimensional Word Embedding for the Precognition on Structured Tabular Data"
    Submitted on 26 Feb 2019
    https://arxiv.org/abs/1903.06246
    - "MRAM Co-designed Processing-in-Memory CNN Accelerator for Mobile and IoT Applications"
    Submitted on 26 Nov 2018
    https://arxiv.org/abs/1811.12179
    - "Ultra Power-Efficient CNN Domain Specific Accelerator with 9.3TOPS/Watt for Mobile and Embedded Applications"
    Submitted on 30 Apr 2018
    https://arxiv.org/abs/1805.00361

- Habana Labs
https://habana.ai/
    - "INTEL HEDGES ITS AI BETS WITH HABANA LABS BUY"
    December 17, 2019 Michael Feldman
    https://www.nextplatform.com/2019/12/17/intel-hedges-its-ai-bets-with-habana-labs-buy/
    - "HABANA TAKES TRAINING AND INFERENCE DOWN DIFFERENT PATHS"
    August 26, 2019 Michael Feldman
    https://www.nextplatform.com/2019/08/26/habana-takes-training-and-inference-down-different-paths/
    - "Habana Debuts Record-Breaking AI Training Chip"
    Sally Ward-Foxton, 06.17.19
    https://www.eetimes.com/document.asp?doc_id=1334816
    - "Habana Labs launches its Gaudi AI training processor"
    Frederic Lardinois, June 17, 2019
    https://techcrunch.com/2019/06/17/habana-labs-launches-its-gaudi-ai-training-processor/
    - "Habana Debuts Record-Breaking AI Training Chip"
    Sally Ward-Foxton, 06.17.19
    https://www.eetimes.com/document.asp?doc_id=1334816
    - "Habana Labs launches its Gaudi AI training processor"
    Frederic Lardinois,
    https://techcrunch.com/2019/06/17/habana-labs-launches-its-gaudi-ai-training-processor
    - "AI Chip Startup Puts Inference Cards on the Table"
    January 28, 2019 Michael Feldman
    https://www.nextplatform.com/2019/01/28/ai-chip-startup-puts-inference-cards-on-the-table

- Hailo
https://hailo.ai/
    - "Hailo Raises $60m for AI Chip Productization"
    Sally Ward-Foxton  03.05.2020
    https://www.eetimes.com/hailo-raises-60m-for-ai-chip-productization/
    - "Foxconn, Socionext and Hailo partner on edge AI"
    https://www.eenewseurope.com/news/foxconn-socionext-and-hailo-partner-edge-ai
    - "Details of Hailo AI Edge Accelerator Emerge"
    Sally Ward-Foxton  08.29.2019
    https://www.eetimes.com/details-of-hailo-ai-edge-accelerator-emerge/

- InCore
    - "Going beyond RISC-V General Purpose Solutions"
    https://content.riscv.org/wp-content/uploads/2018/07/0930-18.07.18-Neel-Gala-InCore-Semiconductors.pdf
    - "India Startup Preps RISC-V, AI Cores"
    Rick Merritt, 08.07.18
    https://www.eetimes.com/document.asp?doc_id=1333565

- Mythic, Inc.
https://www.mythic-ai.com/
    - "Mythic Enables Smaller PCIe Card"
    March 22, 2022
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6432&year=2022&tag=3
    - "Patents Assigned to Mythic, Inc."
    https://patents.justia.com/assignee/mythic-inc
    - "Mythic Unveils Analog-AI Product"
    December 1, 2020
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6243&year=2020&tag=3
    - "WILL ANALOG AI MAKE MYTHIC A UNICORN?"
    June 12, 2019 Nicole Hemsoth
    https://www.nextplatform.com/2019/06/12/will-analog-ai-make-mythic-a-unicorn/
    - "Mythic adopts Mentor's Analog FastSPICE and Symphony platforms for AI processor design"
    https://www.design-reuse.com/news/47519/mythic-mentor-analog-fastspice-symphony-r-ai-processor-design.html
    - "MYTHIC MULTIPLIES IN A FLASH - Analog In-Memory Computing Eliminates DRAM Read/Write Cycles"
    August 27, 2018 Mike Demler
    https://www.mythic-ai.com/wp-content/uploads/2018/08/Mythic-Multiplies-In-A-Flash.pdf
    - "A Mythic Approach to Deep Learning Inference"
    August 23, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/08/23/a-mythic-approach-to-deep-learning-inference

- NeuroBlade
https://www.neuroblade.ai/
    - "AI Startup Preps Inference Chip"
    Rick Merritt, 06.26.19
    https://www.eetimes.com/document.asp?doc_id=1334862

- Perceive Corp.
    - "Chip startup Perceive exits stealth with Ergo, a tiny AI processor for edge devices"
    https://siliconangle.com/2020/03/31/chip-startup-perceive-exits-stealth-ergo-tiny-ai-processor-edge-devices/

- Rockchip Electronics Co., Ltd. 
    - "Rockchip Released Its First AI Processor RK3399Pro -- NPU Performance up to 2.4TOPs"
    Jan 07, 2018
    https://www.prnewswire.com/news-releases/rockchip-released-its-first-ai-processor-rk3399pro----npu-performance-up-to-24tops-300578633.html
    - "Fully Supports Google Assistant! Rockchip RK3229 Solution Released at Google I/O Conference"
    May 17, 2017
    https://www.prnewswire.com/news-releases/fully-supports-google-assistant-rockchip-rk3229-solution-released-at-google-io-conference-300459115.html

- SambaNova
https://sambanova.ai/
    - "ASPIRATION VERSUS ACTION FOR ENTERPRISE AI"
    January 18, 2022 Nicole Hemsoth
    https://www.nextplatform.com/2022/01/18/aspiration-versus-action-for-enterprise-ai/
    - "GETTING AROUND THE GPT-3 WAITLIST, THE HARD(WARE) WAY"
    October 20, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/10/20/getting-around-the-gpt-3-waitlist-the-hardware-way/
    - "ARGONNE CUTS THROUGH THE NOISE WITH SAMBANOVA SYSTEM"
    July 6, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/07/06/argonne-cuts-through-the-noise-with-sambanova-system/
    - "SambaNova CEO: Pre- to Post-AI Transition Will Be ‘Bigger Than the Internet’"
    Sally Ward-Foxton  06.10.2021
    https://www.eetimes.com/sambanova-ceo-pre-to-post-ai-transition-will-be-bigger-than-the-internet/
    - "SambaNova Takes On Nvidia’s DGX"
    February 9, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6267&year=2021&tag=3
    - "WITH $1 BILLION IN HAND, WHAT’S NEXT FOR SAMBANOVA?"
    April 13, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/04/13/with-1-billion-in-hand-whats-next-for-sambanova/
    - "CHANGES GO FAR BEYOND JUST AI, MACHINE LEARNING"
    February 25, 2021 Daniel Robinson
    https://www.nextplatform.com/2021/02/25/changes-go-far-beyond-just-ai-machine-learning/
    - "NATIONAL LAB SUPERCOMPUTING SITES PICK SAMBANOVA FOR AI SYSTEM DANCE"
    October 19, 2020 Nicole Hemsoth
    https://www.nextplatform.com/2020/10/19/national-lab-supercomputing-sites-pick-sambanova-for-ai-system-dance/
    - "Getting to Know SambaNova: Why Expert Diligence is Essential for This Wave of Deep Tech Venture"
    Darren Young - 2019-11-21
    https://www.micron.com/about/blog/2019/november/getting-to-know-sambanova
    - "SambaNova Systems, A Startup In The Hot AI Hardware Space, Scores $150 Million Investment From Intel And Alphabet"
    Jillian D'Onfro, Apr 1, 2019
    https://www.forbes.com/sites/jilliandonfro/2019/04/01/sambanova-systems-a-startup-in-the-hot-ai-hardware-space-scores-150-million-investment-from-intel-and-alphabet/#1f8899602d28
    - "The red-hot AI Hardware space gets even hotter with 56M or a startup called SambaNova Systems"
    Matthew Lynley, March 16, 2018
    https://techcrunch.com/2018/03/15/the-red-hot-ai-chip-space-gets-even-hotter-with-56m-for-a-startup-called-sambanova/
    - "AI Chip Startup SambaNova Snags $56 Million in Funding"
    Dylan McGrath, 03.21.18
    https://www.eetimes.com/document.asp?doc_id=1333095

- SiMa.ai
    - "SiMa.ai Adopts Arm Technology to Deliver a Purpose-built Heterogeneous Machine Learning Compute Platform for the Embedded Edge"
    https://www.design-reuse.com/news/49030/sima-ai-arm-heterogeneous-machine-learning-soc-platform.html

- <CLOSED> SimpleMachines, Inc.
https://www.simplemachines.ai
    - "SimpleMachines Enables Flexible AI"
    January 5, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6254&year=2021&tag=3

- Syntiant
https://www.syntiant.com/
    - "Patents Assigned to Syntiant"
    https://patents.justia.com/assignee/syntiant
    - "Syntiant Grows Into Computer Vision"
    November 9, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6379&year=2021&tag=3
    - "Syntiant NDP120 Sharpens Its Hearing"
    April 13, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6294&year=2021&tag=3
    - "Syntiant: Business as Usual in the AI Chip Industry"
    https://www.eetimes.com/syntiant-business-as-usual-in-the-ai-chip-industry/
    - "Syntiant NDP101 Microprocessor Receives Linley Group's Analysts' Choice Award"
    2020/01/20
    https://www.syntiant.com/post/syntiant-ndp101-microprocessor-receives-linley-group-s-analysts-choice-award
    - "Startup Rolls AI Chips for Audio"
    Rick Merritt, 02.25.19
    https://www.eetimes.com/document.asp?doc_id=1334365
    - "Syntiant Brings Speech Interfaces to the Edge With New Ultra-Low-Power NDP100/NDP101 Neural Decision Processors for Always-On Battery-Powered Devices"
    February 25, 2019
    https://www.globenewswire.com/news-release/2019/02/25/1741258/0/en/Syntiant-Brings-Speech-Interfaces-to-the-Edge-With-New-Ultra-Low-Power-NDP100-NDP101-Neural-Decision-Processors-for-Always-On-Battery-Powered-Devices.html
    - "Startup Rolls AI Chips for Audio"
    Rick Merritt, 02.25.19 
    https://www.eetimes.com/document.asp?doc_id=1334365

- Tachyum
https://www.tachyum.com/
    - "TACHYUM STARTS FROM SCRATCH TO ETCH A UNIVERSAL PROCESSOR"
    April 2, 2020 Timothy Prickett Morgan
    https://www.nextplatform.com/2020/04/02/tachyum-starts-from-scratch-to-etch-a-universal-processor/
    - "Tachyum Presents its Prodigy Universal Processor Chip at CEBS"
    November 21, 2019
    https://www.hpcwire.com/off-the-wire/tachyum-presents-its-prodigy-universal-processor-chip-at-cebs/
    - "Tachyum Joins CXL High-Speed Interconnect Consortium"
    August 29, 2019
    https://insidehpc.com/2019/08/tachyum-joins-cxl-high-speed-interconnect-consortium/
    - "Tachyum Raises $25M for Universal Processor ‘Faster Than Xeon, Smaller Than ARM’"
    Joel Hruska on July 12, 2019
    https://www.extremetech.com/computing/294927-tachyum-raises-25m-for-universal-processor-faster-than-xeon-smaller-than-arm
    - "Tachyum Boots Linux on Universal Processor Chip"
    May 30, 2019
    https://insidehpc.com/2019/05/tachyum-boots-linux-on-universal-processor-chip/
    - "Silicon Startup Raises ‘Prodigy’ for Hyperscale/AI Workloads"
    Tiffany Trader, May 23, 2018
    https://www.hpcwire.com/2018/05/23/silicon-startup-raises-prodigy-for-hyperscale-ai-workloads/

- Tenstorrent, Inc.
http://tenstorrent.com/index.html
    - "Tenstorrent Achieves First-Pass Silicon Success for High-Performance AI Processor SoC Using Synopsys’ DesignWare IP Portfolio"
    July 15, 2020
    https://www.hpcwire.com/off-the-wire/tenstorrent-achieves-first-pass-silicon-success-for-high-performance-ai-processor-soc-using-synopsys-broad-designware-ip-portfolio/

- Tesla Motor
    - "Tesla D1 Tackles AI Training"
    September 21, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6362&year=2021&tag=3
    - "Tesla AI Day Perspectives"
    Egil Juliussen  09.02.2021
    https://www.eetimes.com/tesla-ai-day-perspectives/
    - "How to Fix Tesla Autopilot"
    06.08.2018 
    https://www.eetimes.com/how-to-fix-tesla-autopilot/
    - "Compute and Redundancy Solution for The Full Self-Driving Computer"
    HotChips 31
    https://old.hotchips.org/hc31/HC31_2.3_Tesla_Hotchips_ppt_Final_0817.pdf
    - "Tesla Rolls Its Own Self-Driving Chip"
    May 14, 2019
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6016&year=2019&tag=3
    
- ThinCI, Inc.
https://thinci.com/
    - "Patents Assigned to THINCI INC."
    https://patents.justia.com/assignee/thinci-inc
    - "Graph Streaming Processor - A Next-Generation Computing Architecture"
    August 2017 Val G. Cook
    https://www.hotchips.org/wp-content/uploads/hc_archives/hc29/HC29.21-Monday-Pub/HC29.21.40-Processors-Pub/HC29.21.440-Graph-Streaming-Cook-ThinCl-v1.1.pdf
    - "ThinCI Q&A on Deep-Learning"
    Junko Yoshida, 08.16.17
    https://www.eetimes.com/document.asp?doc_id=1332159
    - "Startup Unveils Graph Processor at Hot Chips"
    Junko Yoshida, 08.21.17
    https://www.eetimes.com/document.asp?doc_id=1332176

- Untender AI
https://untether.ai/
    - "FURTHER FUNDING FLOWS TO CANADIAN AI INFERENCE HARDWARE"
    July 20, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/07/20/further-funding-flows-to-canadian-ai-inference-hardware/
    - "Untether Delivers At-Memory AI"
    November 2, 2020
    https://www.linleygroup.com/mpr/article.php?id=12385
    - "Startup Taps AI to Monitor Chips"
    Rick Merritt, 04.02.19
    https://www.eetimes.com/document.asp?doc_id=1334514
    - "Intel buys into an AI chip that can transfer data 1,000 times faster"
    https://www.technologyreview.com/f/613258/intel-buys-into-an-ai-chip-that-can-transfer-data-1000-times-faster

- <CLOSED> Wave Computing, Inc.
https://wavecomp.ai/
    - "Patents Assigned to Wave Computing, Inc."
    https://patents.justia.com/assignee/wave-computing-inc
    - "MIPS in Hand, AI Chip Startup Wave Computing Delivers First Silicon"
    June 13, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/06/13/mips-in-hand-ai-chip-startup-wave-computing-delivers-first-silicon
    - "AI CHIP STARTUP MAKES TRAINING TO EDGE INFERENCE TRANSITION"
    June 12, 2019 Nicole Hemsoth
    https://www.nextplatform.com/2019/06/12/ai-chip-startup-makes-training-to-edge-inference-transition/
    - "AI Startup Wave Computing To Buy MIPS"
    Junko Yoshida, 06.13.18
    https://www.eetimes.com/document.asp?doc_id=1333380
    - "First In-Depth View of Wave Computing’s DPU Architecture, Systems"
    August 23, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/08/23/first-depth-view-wave-computings-dpu-architecture-systems
    - "Startup Tips Machine Learning Chip"
    Rick Merritt, 09.21.16
    https://www.eetimes.com/document.asp?doc_id=1330492
    - "The Next Wave of Deep Learning Architectures"
    September 7, 2016 Nicole Hemsoth
    https://www.nextplatform.com/2016/09/07/next-wave-deep-learning-architectures
    - "AI Drives Startup to Map Deep Learning Computer"
    Junko Yoshida, 07.21.16
    https://www.eetimes.com/document.asp?doc_id=1330175
    - "Wave Computing rolls out plans for fast deep-learning computers"
    Robert Hof, JULY 21 2016
    https://siliconangle.com/2016/07/21/wave-computing-rolls-out-plans-for-fast-deep-learning-computers

Major Companies

- Achronix
    - "Achronix Adds Machine Learning to eFPGA"
    Junko Yoshida, 12.04.18
    https://www.eetimes.com/document.asp?doc_id=1334040

- Alibaba
> Hangunang
    - "Alibaba unveils Hanguang 800, an AI inference chip it says significantly increases the speed of machine learning tasks"
    Catherine Shu, September 25, 2019
    https://techcrunch.com/2019/09/24/alibaba-unveils-hanguang-800-an-ai-inference-chip-it-says-significantly-increases-the-speed-of-machine-learning-tasks/
> PAI-EAS
    - "PAI-EAS Built-in Processors"
    Jul 21, 2019 
    https://www.alibabacloud.com/help/doc-detail/126313.html?spm=a2c5t.10695662.1996646101.searchclickresult.4def9b797V2Tyz
> FPGA Solution
    - "Ultra Low Latency and High Performance Deep Learning Processor with FPGA"
    August 27, 2018
    https://www.alibabacloud.com/blog/ultra-low-latency-and-high-performance-deep-learning-processor-with-fpga_593942

- Amazon
> Annapurna Labs.
http://www.annapurnalabs.com/
    - "AWS Inferentia Machine Learning Processor"
    James Hamilton,
    https://perspectives.mvdirona.com/2018/11/aws-inferentia-machine-learning-processor
    - "AWS announces new Inferentia machine learning chip"
    Ron Miller,
    https://techcrunch.com/2018/11/28/aws-announces-new-inferentia-machine-learning-chip

> Inferentia
    - "AWS Rolls Out AI Inference Chip"
    Sally Ward-Foxton  12.12.2019
    https://www.eetimes.com/aws-rolls-out-ai-inference-chip/

- ARM
    - "Latest NPU adds to Arm's AI Platform performance, applicability, and efficiency"
    https://www.design-reuse.com/news/48849/arm-ethos-u65-micronpu-neural-processing-unit.html
    - "A No-Fudge ML Architecture for Arm"
    Bernard Murphy on 11-12-2019
    https://semiwiki.com/semiconductor-ip/arm/276885-a-no-fudge-ml-architecture-for-arm/
    - "Arm Stands on Shoulders of Giants with First Generation AI Processor"
    August 22, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/08/22/arm-stands-on-shoulders-of-giants-with-first-generation-ai-processor
    - "Arm Gives Glimpse of AI Core"
    Rick Merritt, 05.22.18
    https://www.eetimes.com/document.asp?doc_id=1333307
    - "ARM Under Attack in AI"
    Rick Merritt, 04.10.18 
    https://www.eetimes.com/document.asp?doc_id=1333167
    - "Inference is the Hammer That Breaks the Datacenter"
    February 15, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/02/15/inference-hammer-breaks-datacenter
    - "Arm Extends AI to the Masses"
    Jim McGregor, 02.14.18
    https://www.eetimes.com/author.asp?section_id=36&doc_id=1332970
    - "ARM Unveils New AI Group"
    Rick Merritt, 10.26.17
    https://www.eetimes.com/document.asp?doc_id=1332504
    - "ARM Has R&D Interest In Neural Network Cores"
    Peter Clarke, 03.02.16
    https://www.eetimes.com/author.asp?section_id=36&doc_id=1329087

- Baidu
    - "A LOOK AT BAIDU’S INDUSTRIAL-SCALE GPU TRAINING ARCHITECTURE"
    June 25, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/06/25/a-look-at-baidus-industrial-scale-gpu-training-architecture/
    - "Baidu Debuts First AI Accelerator"
    September 15, 2020
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6212&year=2020&tag=3
    - "Baidu Accelerator Rises in AI"
    Rick Merritt, 07.06.18
    https://www.eetimes.com/document.asp?doc_id=1333449
    - "Baidu Sheds Precision Without Paying Deep Learning Accuracy Cost"
    October 11, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/10/11/baidu-sheds-precision-without-paying-deep-learning-accuracy-cost
    - "AN EARLY LOOK AT BAIDU’S CUSTOM AI AND ANALYTICS PROCESSOR"
    August 22, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/08/22/first-look-baidus-custom-ai-analytics-processor/
    - "Baidu Targets Deep Learning Scalability Challenges"
    February 22, 2017 Nicole Hemsoth 
    https://www.nextplatform.com/2017/02/22/baidu-spots-deep-learning-scalability-challenges-horizon

- Cadence
    - "Cadence AI Core Hits 12 TMACs"
    Rick Merritt, 09.19.18
    https://www.eetimes.com/document.asp?doc_id=1333740

- CEVA
> NeuPro-S
    - "Ceva Goes Automotive with New AI Core & 'Invite' API"
    Junko Yoshida, 09.17.19
    https://www.eetimes.com/document.asp?doc_id=1335109
> ETC
    - "'The AI Inference Processor is Dead'"
    Sally Ward-Foxton, 10.28.19
    https://www.eetimes.com/author.asp?section_id=36&doc_id=1335239
    - "Ceva Goes Automotive with New AI Core & 'Invite' API"
    Junko Yoshida, 09.17.19
    https://www.eetimes.com/document.asp?doc_id=1335109

- Facebook
    - "INSIDE FACEBOOK’S FUTURE MACHINE LEARNING PLATFORMS"
    March 15, 2019 Timothy Prickett Morgan
    https://www.nextplatform.com/2019/03/15/inside-facebooks-future-machine-learning-platforms/
    - "Facebook Sounds Opening Bell for AI Inference Hardware Makers"
    September 13, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/09/13/facebook-sounds-opening-bell-for-ai-inference-hardware-makers
    - "Applied Machine Learning at Facebook: A Datacenter Infrastructure Perspective"
    February 24, 2018
    https://research.fb.com/publications/applied-machine-learning-at-facebook-a-datacenter-infrastructure-perspective
    - "FACEBOOK’S EXPANDING MACHINE LEARNING INFRASTRUCTURE"
    January 8, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/01/08/facebooks-expanding-machine-learning-infrastructure/

- Flex Logix
    - "New Architectures Bringing AI to the Edge"
    Dylan McGrath, 10.31.18
    https://www.eetimes.com/document.asp?doc_id=1333920

- Fujitsu
> <CLOSED> DLU
    - "Fujitsu Bets On Deep Learning And HPC Divergence"
    August 9, 2017 Timothy Prickett Morgan
    https://www.nextplatform.com/2017/08/09/fujitsu-bets-deep-leaning-hpc-divergence
    - "Fujitsu HPC and AI Processors"
    Junbe 20, 2017
    https://www.fujitsu.com/global/Images/fujitsu-hpc-and-ai-processors.pdf

- Google
    - "GOOGLE CLOUD MAINSTREAMS AI WITH VERTEX PLATFORM"
    May 20, 2021 Jeffrey Burt
    https://www.nextplatform.com/2021/05/20/google-cloud-mainstreams-ai-with-vertex-platform/
    - "GOOGLE ROUNDS OUT INSIGHT INTO TPU ARCHITECTURE AND INFERENCE"
    September 19, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/09/19/google-rounds-out-insight-into-tpu-architecture-and-inference/

> Edge TPU
    - "Google unveils new tools to bolster AI hardware development"
    James Vincent Mar 6, 2019
    https://www.theverge.com/circuitbreaker/2019/3/6/18253106/google-ai-developer-new-tools-dev-board-usb-accelerator-camera-coral

> TPU
    - "WHAT WE’RE GETTING WRONG ABOUT EFFICIENT AI TRAINING AT SCALE"
    July 9, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/07/09/what-were-getting-wrong-about-efficient-ai-training-at-scale/
    - "GOOGLE CHIPS AWAY AT PROBLEMS AT “MEGA-BATCH” SCALE"
    August 9, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/08/09/google-chips-away-at-problems-at-mega-batch-scale/

    > v4
    - "GOOGLE HINTS ABOUT ITS HOMEGROWN TPUV4 AI ENGINES"
    May 21, 2021 Timothy Prickett Morgan
    https://www.nextplatform.com/2021/05/21/google-hints-about-its-homegrown-tpuv4-ai-engines/

    > v3
    - "Google Details TPUv3 Architecture"
    September 1, 2020
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6203&year=2020&tag=3
    - "Tearing Apart Google’s TPU 3.0 AI Coprocessor"
    May 10, 2018 Paul Teich
    https://www.nextplatform.com/2018/05/10/tearing-apart-googles-tpu-3-0-ai-coprocessor
    - "Google Tips TPU 3.0 as AI Expands"
    Rick Merritt, 05.09.18
    https://www.eetimes.com/document.asp?doc_id=1333271
    - "Google Shifts to Liquid Cooling for AI Data Crunching"
    Rich Miller, May 8, 2018
    https://datacenterfrontier.com/google-shifts-to-liquid-cooling-for-ai-data-crunching

    > v2
    - "Under The Hood Of Google’s TPU2 Machine Learning Clusters"
    May 22, 2017 Paul Teich
    https://www.nextplatform.com/2017/05/22/hood-googles-tpu2-machine-learning-clusters
    - "First In-Depth Look at Google’s New Second-Generation TPU"
    May 17, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/05/17/first-depth-look-googles-new-second-generation-tpu
    - "Cloud TPU machine learning accelerators now available in beta"
    John Barrus, February 12, 2018
    https://cloud.google.com/blog/products/gcp/cloud-tpu-machine-learning-accelerators-now-available-in-beta
    - "Empowering businesses with Google Cloud AI"
    https://cloud.google.com/tpu

    > v1
    - "TPU Beat Intel, Nvidia, says Google"
    Rick Merritt, 04.05.17
    https://www.eetimes.com/document.asp?doc_id=1331560
    - "Google supercharges machine learning tasks with TPU custom chip"
    Norm Jouppi , May 19, 2016
    https://cloud.google.com/blog/products/gcp/google-supercharges-machine-learning-tasks-with-custom-chip
    - "Google Designing AI Processors"
    Rick Merritt, 05.18.16
    https://www.eetimes.com/document.asp?doc_id=1329715
    - "Google's Making Its Own Chips Now. Time for Intel to Freak Out"
    Cade Metz, 05.19.16
    https://www.wired.com/2016/05/googles-making-chips-now-time-intel-freak
    - "Google’s TPU Hit a Tight Sked"
    Rick Merritt, 05.19.16
    https://www.eetimes.com/document.asp?doc_id=1329722
    - "Google answered some of our questions about its fancy new AI chip"
    Arik Hesseldahl May 20, 2016
    https://www.vox.com/2016/5/20/11719392/google-ai-chip-tpu-questions-answers
    - "Google Designing AI Processors"
    Rick Merritt, 05.18.16
    https://www.eetimes.com/document.asp?doc_id=1329715
    - "How to Quantize Neural Networks with TensorFlow"
    May 3, 2016, Pete Warden
    https://petewarden.com/2016/05/03/how-to-quantize-neural-networks-with-tensorflow/
    - "Quantifying the performance of the TPU, our first machine learning chip"
    April 6, 2017, Norm Jouppi 
    https://cloud.google.com/blog/products/gcp/quantifying-the-performance-of-the-tpu-our-first-machine-learning-chip

> Quantum Artificial Intelligence Lab
    - "Launching the Quantum Artificial Intelligence Lab"
    May 16, 2013
    https://ai.googleblog.com/2013/05/launching-quantum-artificial.html

- HPE
    - "HPE Developing its Own Low Power “Neural Network” Chips"
    November 9, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/11/09/hpe-developing-low-power-neural-network-chips
    - "HPE Demystifies Deep Learning For Faster Intelligence"
    October 25, 2017 Pankaj Goyal
    https://www.nextplatform.com/2017/10/25/hpe-demystifies-deep-learning-faster-intelligence

- Huwaei (HiSilicon)
> Ascend
    - "Activating AI Power with the Ascend Chipset"
    Sally GaoPosted on February 5, 2019
    https://blog.huawei.com/2019/02/05/activating-ai-power-with-the-ascend-chipset/

- Imagination Technologies
    - "Neural Network Accelerator Boasts Programmable Extensibility"
    Nitin Dahad, 12.06.18
    https://www.eetimes.com/document.asp?doc_id=1334051

- IBM
    - "IBM Brings 8-Bit AI Training to Hardware"
    Sally Ward-Foxton  02.26.2021 
    https://www.eetimes.com/ibm-brings-8-bit-ai-training-to-hardware/

- Intel Corp.
> Altera
    - "HBM2, TENSOR UNITS KEY TO INTEL’S NEW AI CENTRIC FPGA"
    November 11, 2020 Nicole Hemsoth
    https://www.nextplatform.com/2020/11/11/hbm2-tensor-units-key-to-intels-new-ai-centric-fpga/

> Habana Labs
    - "INTEL’S HABANA MAKES FIRST SUPERCOMPUTING APPEARANCE"
    April 8, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/04/08/intels-habana-makes-first-supercomputing-appearance/
    - "INTEL HEDGES ITS AI BETS WITH HABANA LABS BUY"
    December 17, 2019 Michael Feldman
    https://www.nextplatform.com/2019/12/17/intel-hedges-its-ai-bets-with-habana-labs-buy/
    - "AI CHIP STARTUP RELEASES TRAINING ACCELERATOR TO CHALLENGE GPUS"
    June 17, 2019 Michael Feldman
    https://www.nextplatform.com/2019/06/17/ai-chip-startup-releases-training-accelerator-to-challenge-gpus/
    - "Intel Acquires Habana Labs for $2bn"
    Sally Ward-Foxton  12.16.2019
    https://www.eetimes.com/intel-acquires-habana-labs-for-2bn/

> Nervana
    - "Intel Lays Out Strategy For AI: It’s Habana"
    Karl Freund, Jan 31, 2020
    https://www.forbes.com/sites/moorinsights/2020/01/31/intel-lays-out-strategy-for-ai-its-habana/#75dd028b4dd3
    - "KEEPING PACE IN A FAST-MOVING AI SPACE"
    December 2, 2019 Jeffrey Burt
    https://www.nextplatform.com/2019/12/02/keeping-pace-in-a-fast-moving-ai-space/
    - "INTEL THROWS DOWN AI GAUNTLET WITH NEURAL NETWORK CHIPS"
    November 13, 2019 Timothy Prickett Morgan
    https://www.nextplatform.com/2019/11/13/intel-throws-down-ai-gauntlet-with-neural-network-chips/
    - "Intel, Nervana Shed Light on Deep Learning Chip Architecture"
    January 11, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/01/11/intel-nervana-shed-light-deep-learning-chip-architecture
    - "Nervana CEO on Intel Acquisition, Future Technology Outlook"
    August 10, 2016 Nicole Hemsoth
    https://www.nextplatform.com/2016/08/10/nervana-ceo-intel-acquisition-future-technology-outlook
    - "Intel + Nervana"
    9 Aug 2016
    https://www.intel.ai/intel-nervana/
    - "The Foundation of Artificial Intelligence"
    August 9, 2016
    https://newsroom.intel.com/editorials/foundation-of-artificial-intelligence
    - "Deep Learning Chip Upstart Takes GPUs to Task"
    August 8, 2016 Nicole Hemsoth
    https://www.nextplatform.com/2016/08/08/deep-learning-chip-upstart-set-take-gpus-task
    - "Nervana Systems Puts Deep Learning AI in the Cloud"
    Jeremy Hsu, 3 Mar 2016
    https://spectrum.ieee.org/tech-talk/computing/software/nervana-systems-puts-deep-learning-ai-in-the-cloud
    - "Startup Preps Big Data Processor"
    Rick Merritt, 12.18.15
    https://www.eetimes.com/document.asp?doc_id=1328523

> Movidius
    - "Neural Accelerator Battle Begins"
    Junko Yoshida, 07.21.17
    https://www.eetimes.com/document.asp?doc_id=1332038
    - "Intel to Acquire Movidius: Accelerating Computer Vision through RealSense for the Next Wave of Computing"
    September 5, 2016
    https://newsroom.intel.com/editorials/josh-walden-intel-editorial
    - "Google's Deep Learning Comes to Movidius"
    Junko Yoshida, 01.27.16
    https://www.eetimes.com/document.asp?doc_id=1328792
    - "Google's Deep Learning Comes to Movidius"
    Junko Yoshida, 01.27.16
    https://www.eetimes.com/document.asp?doc_id=1328792

- MediaTek
    - "Dimensity 8100 Raises AI Bar"
    March 22, 2022
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6434&year=2022&tag=3
    - "MediaTek Pushes AI to the Edge"
    Junko Yoshida, 01.12.18
    https://www.eetimes.com/document.asp?doc_id=1332840
    - "MediaTek Unveils Its Edge AI Platform & AI Technology For Cross Platform Consumer Devices"
    Jan 9, 2018
    https://www.mediatek.com/news-events/press-releases/mediatek-unveils-its-edge-ai-platform-ai-technology-for-cross-platform-consumer-devices

- Micron
    - "WHY MICRON IS GETTING INTO THE AI ACCELERATOR BUSINESS"
    Nicole Hemsoth, October 25, 2019
    https://www.nextplatform.com/2019/10/25/why-micron-is-getting-into-the-ai-accelerator-business/
    - "AI and Machine Learning Demand Fast, Flexible Infrastructure"
    Micron White Paper
    https://www.micron.com/-/media/client/global/documents/products/white-paper/ai_machine_learning_infrastructure_white_paper.pdf

- Microsoft Research
> Brainwave
    - "Microsoft's Project Brainwave brings fast-chip smarts to AI at Build conference"
    Stephen Shankland, May 7, 2018
    https://www.cnet.com/news/microsoft-project-brainwave-speeds-ai-with-fpga-chips-on-azure-build-conference
    - "Microsoft’s Brainwave makes Bing’s AI over 10 times faster"
    Blair Hanley Frank, March 26, 2018
    https://venturebeat.com/2018/03/26/microsofts-brainwave-makes-bings-ai-over-10-times-faster
    - "Drilling Into Microsoft’s BrainWave Soft Deep Learning Chip"
    August 24, 2017 Timothy Prickett Morgan
    https://www.nextplatform.com/2017/08/24/drilling-microsofts-brainwave-soft-deep-leaning-chip
    - "Microsoft unveils Project Brainwave for real-time AI"
    August 22, 2017
    https://www.microsoft.com/en-us/research/blog/microsoft-unveils-project-brainwave

- NDIVIA
> NVDLA
http://nvdla.org/
https://github.com/nvdla
    - "NVDLA Deep Learning Inference Compiler is Now Open Source"
    Rekha Mukund, Prashant Gaikwad and Mitch Harwell, September 11, 2019
    https://devblogs.nvidia.com/nvdla/

- NXP
    - "Freescale’s Advanced Processor for Next Generation ADAS: S32V234"
    March 02, 2015
    http://cache.freescale.com/files/automotive/doc/white_paper/S32V230WP.pdf

- Qualcomm Technologies, Inc.
> Zeroth
    - "Qualcomm Zeroth is advancing deep learning in devices [VIDEO]"
    Mar 2, 2015
    https://www.qualcomm.com/news/onq/2015/03/02/qualcomm-zeroth-advancing-deep-learning-devices-video
    - "Qualcomm Zeroth Platform: Bringing cognitive technologies to life [VIDEO]"
    Mar 2, 2015
    https://www.qualcomm.com/news/onq/2015/03/02/qualcomm-zeroth-platform-bringing-cognitive-technologies-life-video
    - "Introducing Qualcomm Zeroth Processors: Brain-Inspired Computing"
    Oct 10, 2013
    https://www.qualcomm.com/news/onq/2013/10/10/introducing-qualcomm-zeroth-processors-brain-inspired-computing

- Samsung
    - "'Neural network' spotted deep inside Samsung's Galaxy S7 silicon brain"
    Chris Williams, 22 Aug 2016
    https://www.theregister.co.uk/2016/08/22/samsung_m1_core

- Synopsys
    - "Synopsys ARC Embedded Vision Processors Deliver 35 TOPS"
    Nitin Dahad, 09.16.19
    https://www.eetimes.com/document.asp?doc_id=1335112

- Tencent
    - "THE AI TRAINING CHIP TENCENT HAS AN EYE ON"
    August 26, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/08/26/the-ai-training-chip-tencent-has-an-eye-on/

- Visteon Corp.
    - "Visteon Works with DNN Vanguard DeepScale"
    Junko Yoshida, 01.09.18
    https://www.eetimes.com/document.asp?doc_id=1332816

- Xilinx, Inc.
    - "SOC-DRIVEN INFERENCE DATACENTERS BECOMING NEW REALITY"
    May 5, 2021 Nicole Hemsoth
    https://www.nextplatform.com/2021/05/05/soc-driven-inference-datacenters-becoming-new-reality/
    - "FPGA Maker Snaps Up Deep Learning Chip Startup"
    July 18, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/07/18/fpga-maker-snaps-up-deep-learning-chip-startup
    - "Xilinx Buys China AI Startup"
    Rick Merritt, 07.18.18
    https://www.eetimes.com/document.asp?doc_id=1333482
    - "DeePhi Tech Showcases Speech Recognition Engine on Amazon Web Services"
    Mar 06, 2018
    https://www.prnewswire.com/news-releases/deephi-tech-showcases-speech-recognition-engine-on-amazon-web-services-300608888.html
    - "DeePhi launches vision-processing dev boards based on a Zynq SoC and Zynq UltraScale+ MPSoC, companion Neural Network (NN) dev kit"
    sleibso, 10-25-2017
    https://forums.xilinx.com/t5/Xcell-Daily-Blog-Archived/DeePhi-launches-vision-processing-dev-boards-based-on-a-Zynq-SoC/ba-p/803071
    - "FPGA Startup Gathers Funding Force for Merged Hyperscale Inference"
    May 22, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/05/22/fpga-startup-gathers-funding-force-merged-hyperscale-inference
    - "FPGA Based Deep Learning Accelerators Take on ASICs"
    August 23, 2016 Nicole Hemsoth 
    https://www.nextplatform.com/2016/08/23/fpga-based-deep-learning-accelerators-take-asics

Neuromorphic Computing

"NEUROMORPHIC COMPUTING INNOVATION FAVORS THE EDGE"
May 18, 2021 Nicole Hemsoth
https://www.nextplatform.com/2021/05/18/neuromorphic-computing-innovation-favors-the-edge/
- Baidu
    - "Baidu Backs Neuromorphic IC Developer"
    EE Times, 11.16.18 
    https://www.eetimes.com/document.asp?doc_id=1333983

- BrainChip Holdings Ltd.
https://www.brainchipinc.com/
    - "BrainChip Achieves Full Commercialization of Its AKD1000 AIoT Chip with Availability of Mini PCIe Boards in High Volume"
    January 18, 2022
    https://www.edge-ai-vision.com/2022/01/brainchip-achieves-full-commercialization-of-its-akd1000-aiot-chip-with-availability-of-mini-pcie-boards-in-high-volume/
    - "BrainChip Partners with MegaChips to Develop Next-Generation Edge-Based AI Solutions"
    22 Novembre 2021
    https://www.01net.it/brainchip-partners-with-megachips-to-develop-next-generation-edge-based-ai-solutions/
    - "BrainChip Demonstrates Company's Event-Based AI Neural Processor at Embedded Vision Summit"
    September 9, 2020
    https://www.design-reuse.com/news/48608/brainchip-event-based-ai-neural-processor.html
    - "BrainChip's Akida Development Environment Now Freely Available for Use"
    https://www.design-reuse.com/news/47521/brainchip-machine-learning-framework-freely-available.html
    - "NEUROMORPHIC CHIP MAKER TAKES AIM AT THE EDGE"
    January 30, 2020 Michael Feldman
    https://www.nextplatform.com/2020/01/30/neuromorphic-chip-maker-takes-aim-at-the-edge/
    - "First Wave of Spiking Neural Network Hardware Hits"
    September 11, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/09/11/first-wave-of-spiking-neural-network-hardware-hits
    - "Neuromorphic Computing Gets a Lift"
    Nitin Dahad, 08.01.18
    https://www.eetimes.com/document.asp?doc_id=1333541
    - "BrainChip Discloses SNN Chip"
    Rick Merritt, 09.10.18
    https://www.eetimes.com/document.asp?doc_id=1333677
    - "BrainChip Appoints Former Exar CEO to Lead Company"
    Peter Clarke, 10.10.16
    https://www.eetimes.com/document.asp?doc_id=1330603


- IBM, Corp.
> SnapML
    - "IBM Speeds Up Machine Learning"
    Gary Hilson, 03.22.18
    https://www.eetimes.com/document.asp?doc_id=1333097
> TrueNorth
    - "IBM Neurocomputer Detailed"
    R. Colin Johnson, 04.07.16
    https://www.eetimes.com/document.asp?doc_id=1329372
    - "NeuroComputer to Shepherd Nukes"
    R. Colin Johnson, 03.31.16
    https://www.eetimes.com/document.asp?doc_id=1329325
    - "The Second Coming of Neuromorphic Computing"
    February 9, 2016 Nicole Hemsoth
    https://www.nextplatform.com/2016/02/09/the-second-coming-of-neuromorphic-computing/
> etc
    - "IBM Preps Power9 For AI And HPC Launch, Forges Big NUMA Iron"
    October 16, 2017 Timothy Prickett Morgan
    https://www.nextplatform.com/2017/10/16/ibm-preps-power9-ai-hpc-launch-forges-big-numa-iron/
    - "IBM Wants to Make Mainframes Next Platform for Machine Learning"
    February 15, 2017 Nicole Hemsoth 
    https://www.nextplatform.com/2017/02/15/ibm-wants-make-mainframes-next-platform-machine-learning/

- Intel, Corp.
> Loihi
    - "Beyond Today’s AI"
    https://www.intel.com/content/www/us/en/research/neuromorphic-computing.html
    - "Intel Announces Neuromorphic Research Progress"
    December 6, 2018
    https://newsroom.intel.com/news/intel-announces-neuromorphic-computing-research-collaborators
    - "Loihi: A Neuromorphic Manycore Processor with On-Chip Learning"
    16 January 2018
    https://ieeexplore.ieee.org/document/8259423
> Loihi2
    - "Loihi 2 Advances Spiking R&D"
    October 19, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6372&year=2021&tag=3

GPU vs. FPGA vs. ASIC

- "Deep Learning Hardware: FPGA Vs. GPU"
DECEMBER 20TH, 2018, FARHAD FALLAHLALEHZARI
https://semiengineering.com/deep-learning-hardware-fpga-vs-gpu/

- "Where The FPGA Hits The Server Road For Inference Acceleration"
October 15, 2018 Bhavesh Patel
https://www.nextplatform.com/2018/10/15/where-the-fpga-hits-the-server-road-for-inference-acceleration

- "Teasing Out The Bang For The Buck Of Inference Engines"
October 12, 2018 Timothy Prickett Morgan
https://www.nextplatform.com/2018/10/12/teasing-out-the-bang-for-the-buck-of-inference-engines

- "Inferring The Future Of The FPGA, And Then Making It"
October 2, 2018 Timothy Prickett Morgan 
https://www.nextplatform.com/2018/10/02/inferring-the-future-of-the-fpga-and-then-making-it

- "A Wave of Purpose-Built AI Hardware Is Building"
May 15, 2018, Alex Woodie
https://www.datanami.com/2018/05/15/a-wave-of-purpose-built-ai-hardware-is-building

- "Even at the Edge, Scale is the Real Challenge"
February 13, 2018 Jeffrey Burt
https://www.nextplatform.com/2018/02/13/even-edge-scale-real-challenge

- "Faster Machine Learning in a World with Limited Memory"
December 4, 2017 Nicole Hemsoth 
https://www.nextplatform.com/2017/12/04/faster-machine-learning-world-limited-memory/

- "TPU Beat Intel, Nvidia, says Google"
Rick Merritt, 04.05.17
https://www.eetimes.com/document.asp?doc_id=1331560

HotChips

- 2020
    - "Hot Chips 2020: It’s a Wrap"
    Kevin Krewell  08.21.2020
    https://www.eetimes.com/hot-chips-2020-its-a-wrap/
    
- 2019
    - "Hot Chips 2019 Has Never Been Hotter, or Bigger"
    Kevin Krewell, 08.23.19
    https://www.eetimes.com/author.asp?section_id=36&doc_id=1335058
    
- 2018
    - "13 Hot Chips from Summer 2018"
    Rick Merritt, 08.30.18 
    https://www.eetimes.com/document.asp?doc_id=1333649

- 2017
    - "16 Views of Hot Chips ‘17"
    Rick Merritt, 08.24.17
    https://www.eetimes.com/document.asp?doc_id=1332192

- 2016
    - "19 Views of Hot Chips"
    Rick Merritt, 08.26.16
    https://www.eetimes.com/document.asp?doc_id=1330362

- 2015
    - "Hot Chips Goes Deep (Learning)"
    Kevin Krewell, 08.16.15
    https://www.eetimes.com/author.asp?section_id=36&doc_id=1327424

ISSCC

- 2019
    - "Samsung, Toshiba Detail AI Chips"
    Rick Merritt, 02.20.19
    https://www.eetimes.com/document.asp?doc_id=1334340

- 2018
    - "AI, 5G, Big Memories Define ISSCC"
    Rick Merritt, 11.20.18
    https://www.eetimes.com/document.asp?doc_id=1333981

- 2017
    - "7 Ideas for AI Silicon from ISSCC"
    Rick Merritt, 02.15.18
    https://www.eetimes.com/document.asp?doc_id=1332971
    
- 2016
    - "ISSCC Focuses on Image Processors for Autonomous Cars"
    Stephan Ohr, 01.25.16
    https://www.eetimes.com/author.asp?section_id=36&doc_id=1328704

- 2015
    - "18 Views of ISSCC"
    Rick Merritt, 02.26.15
    https://www.eetimes.com/document.asp?doc_id=1325829

MLPerf

- 2022
    - "THE PERFORMANCE OF MLPERF AS A UBIQUITOUS BENCHMARK IS LACKING"
    April 8, 2022 Jeffrey Burt
    https://www.nextplatform.com/2022/04/08/the-performance-of-mlperf-as-a-ubiquitous-benchmark-is-lacking/
- 2021
    - "MLPerf Gets Tiny"
    August 3, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6344&year=2021&tag=3
    - "WHY THE MLPERF BENCHMARK IS GOOD FOR AI, AND GOOD FOR YOU"
    August 10, 2021 Timothy Prickett Morgan
    https://www.nextplatform.com/2021/08/10/why-the-mlperf-benchmark-is-good-for-ai-and-good-for-you/
    - "MLPerf Gets Tiny"
        August 3, 2021
        https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6344&year=2021&tag=3
    - "Training Competitors Battle on MLPerf"
    July 20, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6337&year=2021&tag=3
    - "MLPerf 1.0 Adds Power Measurements"
    June 8, 2021
    https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6318&year=2021&tag=3
- 2019
    - "MLPERF INFERENCE RESULTS OFFER GLIMPSE INTO AI CHIP PERFORMANCE"
    November 6, 2019 Nicole Hemsoth
    https://www.nextplatform.com/2019/11/06/mlperf-inference-results-offer-glimpse-into-ai-chip-performance/
- 2018
    - "EADING BETWEEN THE MLPERF LINES"
    December 14, 2018 Nicole Hemsoth
    https://www.nextplatform.com/2018/12/14/reading-between-the-mlperf-lines/

Linley Processor Conference

- 2019
    - "AI Takes Over Linley Fall Processor Conference"
    Kevin Krewell, 10.29.19
    https://www.eetimes.com/document.asp?doc_id=1335245

Key Note Speaches

- 2019
    - "Domain-Specific Architectures"
    William Dally
    https://www.microarch.org/micro52/media/dally_keynote.pdf
    
- 2015
    - "High-Performance Hardware for Machine Learning"
    William Dally
    https://media.nips.cc/Conferences/2015/tutorialslides/Dally-NIPS-Tutorial-2015.pdf

Research Chips

- "Loihi 2 Advances Spiking R&D"
October 19, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6372&year=2021&tag=3

- "Intel’s Exascale Dataflow Engine Drops X86 And Von Neumann"
August 30, 2018 Timothy Prickett Morgan
https://www.nextplatform.com/2018/08/30/intels-exascale-dataflow-engine-drops-x86-and-von-neuman

- "Memory at the Core of New Deep Learning Research Chip"
February 2, 2017 Nicole Hemsoth
https://www.nextplatform.com/2017/02/02/memory-core-new-deep-learning-research-chip

- "Enter the PCM-Neuron and Neural Computing"
Ron Neale, 05.25.16
https://www.eetimes.com/author.asp?section_id=36&doc_id=1329754

- "India Preps RISC-V Processors"
Rick Merritt, 01.27.16
https://www.eetimes.com/document.asp?piddl_msgpage=2&doc_id=1328790

- "Emergent Chip Vastly Accelerates Deep Neural Networks"
December 8, 2015 Nicole Hemsoth
https://www.nextplatform.com/2015/12/08/emergent-chip-vastly-accelerates-deep-neural-networks

Trends

- China
    - "China IC 'Big Fund' Phase II Aims Self-Sufficiency"
    Luffy Liu, 10.30.19
    https://www.eetimes.com/document.asp?doc_id=1335249
    - "China’s Global Cloud and AI Ambitions Keep Extending"
    March 6, 2018 Jeffrey Burt
    https://www.nextplatform.com/2018/03/06/chinas-global-cloud-ai-ambitions-keep-extending
    - "China Tunes Neural Networks for Custom Supercomputer Chip"
    July 11, 2017 Nicole Hemsoth
    https://www.nextplatform.com/2017/07/11/china-tunes-neural-networks-custom-supercomputer-chip

- DARPA
    - "Designing Chips for Real Time Machine Learning"
    3/21/2019
    https://www.darpa.mil/news-events/2019-03-21
    - "DARPA Announces $2 Billion Campaign to Develop Next Wave of AI Technologies"
    9/7/2018,
    https://www.darpa.mil/news-events/2018-09-07

- IARPA
    - "Neuroscience Programs at IARPA"
    https://www.iarpa.gov/index.php/research-programs/neuroscience-programs-at-iarpa

Linley Newsletter

- "FuriosaAI Seeks Data-Center Efficiency"
March 29, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6437&year=2022&tag=3

- "Dimensity 8100 Raises AI Bar"
March 22, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6434&year=2022&tag=3

- "Graphcore First With WoW"
March 22, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6433&year=2022&tag=3

- "Mythic Enables Smaller PCIe Card"
March 22, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6432&year=2022&tag=3

- "LeapMind Scales Binary DLA"
February 22, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6422&year=2022&tag=3

- "Ambarella CV3 Joins Self-Driving Race"
February 15, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6420&year=2022&tag=3

- "Vsora Shifts Gears, Offers AI Chips"
February 15, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6418&year=2022&tag=3

- "Ceva Tackles Unstructured Sparsity"
February 1, 2022
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6415&year=2022&tag=3

- "Syntiant Grows Into Computer Vision"
November 9, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6379&year=2021&tag=3

- "Tesla D1 Tackles AI Training"
September 21, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6362&year=2021&tag=3

- "Cerebras Performs Extreme Training"
September 21, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6363&year=2021&tag=3

- "Tesla D1 Tackles AI Training"
September 21, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6362&year=2021&tag=3

- "Loihi 2 Advances Spiking R&D"
October 19, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6372&year=2021&tag=3

- "Edged.AI Offers Low-Latency IP"
August 10, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6346&year=2021&tag=3

- "MLPerf Gets Tiny"
August 3, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6344&year=2021&tag=3

- "Training Competitors Battle on MLPerf"
July 20, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6337&year=2021&tag=3

- "New AI Engines Give Versal an Edge"
June 29, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6329&year=2021&tag=3

- "MLPerf 1.0 Adds Power Measurements"
June 8, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6318&year=2021&tag=3

- "Cerebras Doubles Down With WSE2"
April 27, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6300&year=2021&tag=3

- "EdgeCortix IP Lowers AI Latency"
April 27, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6301&year=2021&tag=3

- "Innatera’s Spiking Neural Processor"
April 27, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6302&year=2021&tag=3

- "Syntiant NDP120 Sharpens Its Hearing"
April 13, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6294&year=2021&tag=3

- "IBM Demonstrates New AI Data Types"
April 6, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6290&year=2021&tag=3

- "Lightmatter Shines in Data-Center AI"
March 30, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6288&year=2021&tag=3

- "Deep Vision Optimizes AI Data Flow"
March 9, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6280&year=2021&tag=3

- "Enflame Stokes AI Acceleration"
February 16, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6271&year=2021&tag=3

- "Ceva SensPro2 Doubles AI Throughput"
February 9, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6268&year=2021&tag=3

- "SambaNova Takes On Nvidia’s DGX"
February 9, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6267&year=2021&tag=3

- "SimpleMachines Enables Flexible AI"
January 5, 2021
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6254&year=2021&tag=3

- "Esperanto Minions Excel at AI"
December 22, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6251&year=2020&tag=3

- "Mythic Unveils Analog-AI Product"
December 1, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6243&year=2020&tag=3

- "Flex Logix Shows First AI Chip"
November 17, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6236&year=2020&tag=3

- "Groq Gets Connected"
November 10, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6233&year=2020&tag=3

- "Ambient’s Analog Cuts AI Power"
November 3, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6232&year=2020&tag=3

- "Deep AI Retrains Networks at the Edge"
November 3, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6231&year=2020&tag=3

- "Untether Delivers At-Memory AI"
November 3, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6230&year=2020&tag=3

- "Think Silicon Spins AI Accelerator"
October 27, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6228&year=2020&tag=3

- "Coherent Logix Configures Edge AI"
October 20, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6226&year=2020&tag=3

- "Lightmatter Realizes Photonic AI"
September 22, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6213&year=2020&tag=3

- "Baidu Debuts First AI Accelerator"
September 15, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6212&year=2020&tag=3

- "Blaize Ignites Edge-AI Performance"
September 8, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6208&year=2020&tag=3

- "Google Details TPUv3 Architecture"
September 1, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6203&year=2020&tag=3

- "Chipmakers Expand Die for AI"
August 11, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6196&year=2020&tag=3

- "Graphcore Doubles IPU Performance"
August 4, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6193&year=2020&tag=3

- "GlobalFoundries Wins AI Chips"
July 28, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6189&year=2020&tag=3

- "Ethos-N78 Boosts AI Efficiency"
June 2, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6166&year=2020&tag=3

- "Sima Seeks Greener AI"
May 19, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6161&year=2020&tag=3

- "Helio P95 Boosts AI and Graphics"
May 12, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6159&year=2020&tag=3

- "LeapMind Jumps on Binary Networks"
May 12, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6158&year=2020&tag=3

- "Perceive Reduces AI to a Math Problem"
May 12, 2020
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6160&year=2020&tag=3

- "Ceva SensPro Fuses AI and Vector DSP"
April 21, 2020, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6152

- "Tenstorrent Scales AI Performance"
April 14, 2020, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6149

- "Alibaba Uses Convolution Architecture"
March 3, 2020, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6132&year=2020&tag=3

- "TI Jacinto Accelerates Level 3 ADAS"
March 3, 2020, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6130&year=2020&tag=3

- "Kneron Delivers Efficient AI"
February 25, 2020, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6128&year=2020&tag=3

- "Intel Drops NNP-T and NNP-I"
February 18, 2020, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6125&year=2020&tag=3

- "Synaptics VS680 Powers Multimedia AI"
February 11, 2020, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6123&year=2020&tag=3

- "Graphcore Up and Running"
December 10, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6103&year=2019&tag=3

- "Centaur Adds AI to Server Processor"
December 3, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6099&year=2019&tag=3

- "Alibaba Takes AI Performance Lead"
November 26, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6096&year=2019&tag=3

- "MLPerf Debuts Inference Benchmarks"
November 26, 2019, Bob Wheeler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6097&year=2019&tag=3

- "Mythic Reveals Data-Flow Architecture"
November 5, 2019, Bob Wheeler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6085&year=2019&tag=3

- "Cornami Right-Sizes Systolic Arrays"
November 5, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6087&year=2019&tag=3

- "BrainChip Akida Is a Fast Learner"
October 29, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6083&year=2019&tag=3

- "Huawei Delivers Powerful AI Training"
October 8, 2019, Bob Wheeler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6076&year=2019&tag=3

- "Tsinghua Pedals Hybrid AI Processor"
September 24, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6071&year=2019&tag=3

- "Cerebras Breaks the Reticle Barrier"
September 3, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6062&year=2019&tag=3

- "An Inside Look at AI Accelerators"
August 6, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6050&year=2019&tag=3

- "Huawei Takes Lead in Smartphone AI"
July 30, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6049&year=2019&tag=3

- "Rockchip Accelerates AI for IoT"
July 16, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6043&year=2019&tag=3

- "Hailo Illuminates Low-Power AI Chip"
June 25, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6034&year=2019&tag=3

- "Habana Offers Gaudi for AI Training"
June 18, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6030&year=2019&tag=3

- "MediaTek AI Engine Earns Top Marks"
June 18, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6029&year=2019&tag=3

- "Achronix Debuts FPGAs for AI"
June 4, 2019, Tom R. Halfhill
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6026&year=2019&tag=3

- "Arm Machine-Learning Core Scales Up"
May 28, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6022&year=2019&tag=3

- "Ambarella Expands Vision to ADAS"
May 21, 2019, Tom R. Halfhill
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6020&year=2019&tag=3

- "Huawei Ascends in AI Accelerators"
May 14, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6013&year=2019&tag=3

- "Tesla Rolls Its Own Self-Driving Chip"
May 14, 2019
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6016&year=2019&tag=3

- "Fabu Aims to Deliver ADAS Processors"
May 7, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6011&year=2019&tag=3

- "Horizon Robotics Eyes ADAS"
April 23, 2019, Tom R. Halfhill
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6006&year=2019&tag=3

- "Wave to License TritonAI IP"
April 23, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=6004&year=2019&tag=3

- "Toshiba Moves Up to Level 3 ADAS"
March 26, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5994&year=2019&tag=3

- "Syntiant Knows All the Best Words"
March 19, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5991&year=2019&tag=3

- "Habana Wins Cigar for AI Inference"
February 19, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5981&year=2019&tag=3

- "Bitmain SoC Brings AI to the Edge"
February 12, 2019, Bob Wheeler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5975&year=2019&tag=3

- "AI Benchmarks Remain Immature"
January 29, 2019, Linley Gwennap
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5970&year=2019&tag=3

- "Year in Review: IP Suppliers Push AI Accelerators"
January 8, 2019, Mike Demler
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5963&year=2019&tag=3

- "Year in Review: Embedded Processors Embrace AI"
January 1, 2019, Tom R. Halfhill
https://www.linleygroup.com/newsletters/newsletter_detail.php?num=5959&year=2019&tag=3

Microprocessor Report (MPR)

- "New AI Engines Give Versal an Edge"
June 28, 2021
https://www.linleygroup.com/mpr/article.php?id=12493

- "Syntiant NDP120 Sharpens Its Hearing"
April 12, 2021
https://www.linleygroup.com/mpr/article.php?id=12455

- "Ceva SensPro2 Doubles AI Throughput"
February 8, 2021
https://www.linleygroup.com/mpr/article.php?id=12426

- "Esperanto Minions Excel at AI"
December 21, 2020
https://www.linleygroup.com/mpr/article.php?id=12407

- "Startup Nears Tapeout of Thousand-Core Accelerator"
December 21, 2020
https://www.linleygroup.com/mpr/article.php?id=12407

- "Esperanto Minions Excel at AI"
December 21, 2020
https://www.linleygroup.com/mpr/article.php?id=12407

- "Untether Delivers At-Memory AI"
November 2, 2020
https://www.linleygroup.com/mpr/article.php?id=12385

- "Blaize Ignites Edge-AI Performance"
September 7, 2020
https://www.linleygroup.com/mpr/article.php?id=12362

- "GlobalFoundries Wins AI Chips"
July 27, 2020
https://www.linleygroup.com/mpr/article.php?id=12341

- "Tenstorrent Scales AI Performance"
April 13, 2020
https://www.linleygroup.com/mpr/article.php?id=12287

- "Groq Rocks Neural Networks"
January 6, 2020, Linley Gwennap
https://www.linleygroup.com/mpr/article.php?id=12245

- "BrainChip Akida Is a Fast Learner"
October 28, 2019, Mike Demler
https://www.linleygroup.com/mpr/article.php?id=12215

- "Ceva and Synopsys Spin More TOPS"
October 7, 2019, Mike Demler
https://www.linleygroup.com/mpr/article.php?id=12206

- "Syntiant Knows All the Best Words"
March 18, 2019, Mike Demler
https://www.linleygroup.com/mpr/article.php?id=12115

- "Habana Wins Cigar for AI Inference"
February 18, 2019, Linley Gwennap
https://www.linleygroup.com/mpr/article.php?id=12103

- "Mythic Multiplies in a Flash"
August 27, 2018, Mike Demler
https://www.linleygroup.com/mpr/article.php?id=12023

- "Nvidia Shares Its Deep Learning"
March 26, 2018, Mike Demler
https://www.linleygroup.com/mpr/article.php?id=11953

- "Google TPU Boosts Machine Learning"
May 8, 2017, David Kanter
https://www.linleygroup.com/mpr/article.php?id=11799

Machine Learning Hardware Industry

- "Can AI Accelerators Green the Data Center?"
Sally Ward-Foxton  05.22.2020
https://www.eetimes.com/can-ai-accelerators-green-the-data-center/

- "THE NEXT WAVE OF AI IS EVEN BIGGER"
May 15, 2020 Daniel Robinson
https://www.nextplatform.com/2020/05/15/the-next-wave-of-ai-is-even-bigger/

- "On a Path to Artificial Brains"
Sunny Bains  04.22.2020
https://www.eetimes.com/on-a-path-to-artificial-brains/

- "Scaling, Low Power Needed for a Neuromorphic Future"
Chris Eliasmith and Terry Stewart  04.22.2020
https://www.eetimes.com/scaling-low-power-needed-for-a-neuromorphic-future/

- "The Promise and Pitfalls of Neuromorphic Computers"
Sunny Bains  04.22.2020
https://www.eetimes.com/the-promise-and-pitfalls-of-neuromorphic-computers/

- "Building Volume into Neural Hardware"
Sunny Bains  04.22.2020 
https://www.eetimes.com/building-volume-into-neural-hardware/

- "Bringing Neuromorphic Vision to the Edge"
Jean-Luc Jaffard  04.22.2020
https://www.eetimes.com/bringing-neuromorphic-vision-to-the-edge/

- "Will Neuromorphic Computing Compete with Today’s AI Accelerators?"
Sally Ward-Foxton  04.13.2020
https://www.eetimes.com/will-neuromorphic-computing-compete-with-todays-ai-accelerators/

- "CHANGING CONDITIONS FOR NEURAL NETWORK PROCESSING"
April 7, 2020 Nicole Hemsoth
https://www.nextplatform.com/2020/04/07/changing-conditions-for-neural-network-processing/

- "FULL AGENDA FOR THE NEXT AI PLATFORM: 2020 EDITION"
February 20, 2020 Nicole Hemsoth
https://www.nextplatform.com/2020/02/20/full-agenda-for-the-next-ai-platform-2020-edition/

- "WHERE PORTABLE AI TRAINING MAKES SENSE"
February 18, 2020 Nicole Hemsoth
https://www.nextplatform.com/2020/02/18/where-portable-ai-training-makes-sense/

- "NEUROMORPHIC CHIP MAKER TAKES AIM AT THE EDGE"
January 30, 2020 Michael Feldman
https://www.nextplatform.com/2020/01/30/neuromorphic-chip-maker-takes-aim-at-the-edge/

- "Why the Memory Subsystem is Critical in Inferencing Chips"
Geoff Tate  12.22.2019
https://www.eetimes.com/why-the-memory-subsystem-is-critical-in-inferencing-chips/

- "5 Pivotal Events in AI Chips in 2019"
Sally Ward-Foxton  12.22.2019
https://www.eetimes.com/5-pivotal-events-in-ai-chips-in-2019/

- "Companies Clash over AI at the Edge"
Sally Ward-Foxton, 10.30.19
https://www.eetimes.com/document.asp?doc_id=1335247

- "ML, Edge Drive IP To Outperform Broader Chip Market"
OCTOBER 3RD, 2019, KEVIN FOGARTY
https://semiengineering.com/ml-edge-drive-ip-to-outperform-broader-chip-market/

- "How to Choose Between AI Accelerators"
Sally Ward-Foxton, 10.29.19
https://www.eetimes.com/author.asp?section_id=36&doc_id=1335243

- "Machine Learning For Autonomous Drive"
SEPTEMBER 5TH, 2019, ANOOP SAHA
https://semiengineering.com/machine-learning-for-autonomous-drive/

- "Choosing a Processor for Machine Learning at the Edge"
Manisha Agrawal, 06.23.19
https://www.eetimes.com/author.asp?section_id=36&doc_id=1334844

- "Edge AI Going Beyond Voice and Vision"
Rich Quinnell, 05.29.19
https://www.eetimes.com/document.asp?doc_id=1334753

- "New AI Computing in Consumer Electronics"
Michaël Tchagaspanian, 05.20.19
https://www.eetimes.com/author.asp?section_id=36&doc_id=1334710

- "AI Challenges for Next-Gen EDA"
David White, Cadence, 05.03.19
https://www.eetimes.com/author.asp?section_id=36&doc_id=1334643
- "AI Becomes the New Moore’s Law"
Rick Merritt, 07.13.18
https://www.eetimes.com/document.asp?doc_id=1333471

- "Addressing ‘Memory Wall’ is Key to Edge-Based AI"
Nitin Dahad, 07.09.18
https://www.eetimes.com/document.asp?doc_id=1333456

- "Machine Learning’s Limits (Part 1)"
June 7th, 2018 - By: Ed Sperling
https://semiengineering.com/machine-learnings-limits/

- "The Neuromorphic Memory Landscape for Deep Learning"
June 5, 2018 Nicole Hemsoth
https://www.nextplatform.com/2018/06/05/the-neuromorphic-memory-landscape-for-deep-learning

- "AI Redefines Performance Requirements At The Edge"
May 9, 2018 Deepak Boppana
https://www.nextplatform.com/2018/05/09/ai-redefines-performance-requirements-at-the-edge

- "AI Frameworks And Hardware: Who Is Using What?"
May 8, 2018 Dan Olds
https://www.nextplatform.com/2018/05/08/ai-frameworks-and-hardware-who-is-using-what

- "The Next Phase Of Machine Learning"
NOVEMBER 9TH, 2017, KEVIN FOGARTY
https://semiengineering.com/the-next-phase-of-machine-learning/

- "Rethinking Processor Architectures"
May 5th, 2016 - By: Ed Sperling
semiengineering.com/rethinking-processor-architecture

- "What Cognitive Computing Means For Chip Design"
March 30th, 2016
semiengineering.com/what-cognitive-computing-means-for-chip-design

- "Neuromorphic Chip Market to Rise"
R. Colin Johnson, 09.24.15
https://www.eetimes.com/document.asp?doc_id=1327791

Machine Learning Industry

- "REIMAGINING ACCELERATORS WITH SPARSITY AT THE CORE"
January 5, 2021 Nicole Hemsoth
https://www.nextplatform.com/2021/01/05/reimagining-accelerators-with-sparsity-at-the-core/
- "DEEP DIVIDES BETWEEN AI CHIP STARTUPS, DEVELOPERS"
October 29, 2019 Nicole Hemsoth
https://www.nextplatform.com/2019/10/29/deep-divides-between-ai-chip-startups-developers/

- "Machine Learning Drives High-Level Synthesis Boom"
JUNE 6TH, 2019, KEVIN FOGARTY
https://semiengineering.com/machine-learning-drives-high-level-synthesis-boom/

- "7 Predictions for AI in 2019"
Rick Merritt, 12.26.18
https://www.eetimes.com/author.asp?section_id=36&doc_id=1334117

- "Deep Learning Is Coming Of Age"
October 18, 2018 Gadi Singer
https://www.nextplatform.com/2018/10/18/deep-learning-is-coming-of-age

- "Vanguard of the Machine Learning Revolution"
Peter Clarke, 11.16.18
https://www.eetimes.com/document.asp?doc_id=1333984

- "AI Comes to ASICs in Data Centers"
Junko Yoshida, 06.06.18
https://www.eetimes.com/document.asp?doc_id=1333358#

- "New AI Being Mostly Used To Solve Old Problems"
May 1, 2018 Dan Olds 
https://www.nextplatform.com/2018/05/01/new-ai-being-mostly-used-to-solve-old-problems

- "Programmable Networks Train Neural Nets Faster"
February 14, 2018 Timothy Prickett Morgan
https://www.nextplatform.com/2018/02/14/programmable-networks-train-neural-nets-faster

- "AI Silicon Preps for 2018 Debuts"
Rick Merritt, 01.22.18
https://www.eetimes.com/document.asp?doc_id=1332877

- "AI Fuels Next-Gen HBM Demand"
Gary Hilson, 01.16.18
https://www.eetimes.com/document.asp?doc_id=1332846

- "The Battle of AI Processors Begins in 2018"
Chris Wiltz, December 18, 2017
https://www.designnews.com/electronics-test/battle-ai-processors-begins-2018/212131505757984

- "Silicon 60: Machine Learning Moves In"
Peter Clarke, 11.13.17
https://www.eetimes.com/author.asp?section_id=36&doc_id=1332593

- "Wrenching Efficiency Out of Custom Deep Learning Accelerators"
August 7, 2017 Nicole Hemsoth
https://www.nextplatform.com/2017/08/07/wrenching-efficiency-custom-deep-learning-accelerators

- "Technology Requirements for Deep and Machine Learning"
July 14, 2017 Rob Farber
https://www.nextplatform.com/2017/07/14/technology-requirements-deep-machine-learning

Semiconductor Industry

- "McKinsey on Semiconductors"
https://www.mckinsey.com/~/media/McKinsey/Industries/Semiconductors/Our%20Insights/McKinsey%20on%20Semiconductors%20Issue%207/McK_Semiconductors_Oct2019-Full%20Book-V12-RGB.ashx

- "The Challenge Of Defining Worst Case"
NOVEMBER 14TH, 2019 - BY: BRIAN BAILEY
https://semiengineering.com/the-challenge-of-defining-worst-case/

- "Semiconductor Industry to Rebound in 2020 with 4% Growth"
Nitin Dahad, 09.19.19
https://www.eetimes.com/document.asp?doc_id=1335122

- "Chiplets, Faster Interconnects, More Efficiency"
AUGUST 22ND, 2019, ED SPERLING
https://semiengineering.com/chiplets-faster-interconnects-and-more-efficiency/

- "HBM2 Vs. GDDR6: Tradeoffs In DRAM"
JUNE 13TH, 2019 - BY: ED SPERLING
https://semiengineering.com/hbm2-vs-gddr6-tradeoffs-in-dram/

- "Chiplet Momentum Builds, Despite Tradeoffs"
MAY 13TH, 2019, BRIAN BAILEY
https://semiengineering.com/chiplet-momentum-builds-despite-tradeoffs/

- "Debug Tops Verification Tasks"
DECEMBER 20TH, 2018, ANN STEFFORA MUTSCHLER
https://semiengineering.com/debug-tops-verification-tasks/

- "What Makes A Chip Design Successful Today?"
DECEMBER 13TH, 2018, BRIAN BAILEY
https://semiengineering.com/what-makes-a-chip-design-successful-today/

- "The Impact Of Moore’s Law Ending"
OCTOBER 29TH, 2018, BRIAN BAILEY
https://semiengineering.com/the-impact-of-moores-law-ending/

- "What’s After FinFETs?"
JULY 24TH, 2017, MARK LAPEDUS
https://semiengineering.com/whats-after-finfets/

- "Open-source Hardware: Opportunities and Challenges"
Submitted on 7 Jun 2016
https://arxiv.org/abs/1606.01980

- "Implications of Makimoto’s Wave"
Tsugio Makimoto, August 2013
https://ieeexplore.ieee.org/document/6583917

AI Index

- 2018
    "AI Index 2018 Report"
    http://cdn.aiindex.org/2018/AI%20Index%202018%20Annual%20Report.pdf