machine learning – Page 19 – Andrew Fairless, Ph.D.

What I Read: recommender system architectures

By Andrew Fairless on March 23, 2023February 6, 2023

https://amatriain.net/blog/RecsysArchitectures Blueprints for recommender system architectures: 10th anniversary editionXavier AmatriainJanuary 29, 2023 “Ten years ago, we published a post in the Netflix tech blog explaining our three-tier architectural approach toContinue readingWhat I Read: recommender system architectures

What I Read: Machines Learn, Teach Basics

By Andrew Fairless on March 21, 2023February 6, 2023

https://www.quantamagazine.org/machines-learn-better-if-we-teach-them-the-basics-20230201/ Machines Learn Better if We Teach Them the BasicsMax G. LevyFebruary 1, 2023 “A wave of research improves reinforcement learning algorithms by pre-training them as if they were human.”

What I Read: Transformer Inference Optimization

By Andrew Fairless on March 16, 2023January 30, 2023

https://lilianweng.github.io/posts/2023-01-10-inference-optimization/ Large Transformer Model Inference OptimizationLilian WengJanuary 10, 2023 “The extremely high inference cost, in both time and memory, is a big bottleneck for adopting a powerful transformer for solvingContinue readingWhat I Read: Transformer Inference Optimization

What I Read: Optimizing Machine Learning Training Pipelines

By Andrew Fairless on March 15, 2023February 4, 2023

https://medium.com/ntropy-network/bag-of-tricks-for-optimizing-machine-learning-training-pipelines-4f8d5cd3d432 Bag of tricks for optimizing machine learning training pipelinesArseny KravchenkoJan 5 “…we are constantly looking for ways to improve the efficiency of our machine learning pipelines, while keeping theContinue readingWhat I Read: Optimizing Machine Learning Training Pipelines

What I Read: Feature Platforms

By Andrew Fairless on March 14, 2023February 4, 2023

https://huyenchip.com//2023/01/08/self-serve-feature-platforms.html Self-serve feature platforms: architectures and APIsChip HuyenJan 8, 2023 “The last few years saw the maturation of a core component of the MLOps stack that has significantly improved theContinue readingWhat I Read: Feature Platforms

What I Read: Modern AI Art

By Andrew Fairless on March 6, 2023January 9, 2023

https://www.quantamagazine.org/the-physics-principle-that-inspired-modern-ai-art-20230105/ The Physics Principle That Inspired Modern AI ArtAnil AnanthaswamyJanuary 5, 2023 “Diffusion models generate incredible images by learning to reverse the process that, among other things, causes ink toContinue readingWhat I Read: Modern AI Art

What I Read: Shapley Values

By Andrew Fairless on March 2, 2023January 9, 2023

https://www.aidancooper.co.uk/how-shapley-values-work/ How Shapley Values WorkAidan CooperDec 31, 2022 “Shapley values… are machine learning explainability techniques…. we will explore how Shapley values work – not using cryptic formulae, but by wayContinue readingWhat I Read: Shapley Values

What I Read: Realtime User Actions in Recommendation

By Andrew Fairless on February 27, 2023January 9, 2023

https://medium.com/pinterest-engineering/how-pinterest-leverages-realtime-user-actions-in-recommendation-to-boost-homefeed-engagement-volume-165ae2e8cde8 How Pinterest Leverages Realtime User Actions in Recommendation to Boost Homefeed Engagement VolumeXue Xia, Software Engineer, Homefeed Ranking; Neng Gu, Software Engineer, Content & User Understanding; Dhruvil Deven Badani,Continue readingWhat I Read: Realtime User Actions in Recommendation

What I Read: Building “Copilot for X”

By Andrew Fairless on February 23, 2023January 9, 2023

https://lspace.swyx.io/p/what-building-copilot-for-x-really What Building “Copilot for X” Really TakesA “Copilot for X” guide from the team that built the first real Copilot competitor!swyx and Anshul RamachandranDec 19 ““Copilot for X” refersContinue readingWhat I Read: Building “Copilot for X”

What I Read: AI, Human Values

By Andrew Fairless on February 22, 2023December 16, 2022

https://www.quantamagazine.org/what-does-it-mean-to-align-ai-with-human-values-20221213/ What Does It Mean to Align AI With Human Values?Melanie MitchellDecember 13, 2022 “Making sure our machines understand the intent behind our instructions is an important problem that requiresContinue readingWhat I Read: AI, Human Values

Tag: machine learning