https://distill.pub/2020/circuits/branch-specialization/ Branch SpecializationChelsea VossGabriel GohNick CammarataMichael PetrovLudwig SchubertChris OlahApril 5, 2021DOI 10.23915/distill.00024.008 “Branch specialization occurs when neural network layers are split up into branches. The neurons and circuits tend to
What I Read: Visualizing Weights
https://distill.pub/2020/circuits/visualizing-weights/ Visualizing WeightsChelsea VossNick CammarataGabriel GohMichael PetrovLudwig SchubertBen EganSwee Kiat LimChris OlahFeb. 4, 2021DOI 10.23915/distill.00024.007 “The problem of understanding a neural network is a little bit like reverse engineering a
What I Read: Why machine learning struggles with causality
https://bdtechtalks.com/2021/03/15/machine-learning-causality/ Why machine learning struggles with causalityBen DicksonMarch 15, 2021 “Why do machine learning models fail at generalizing beyond their narrow domains and training data?”
What I Read: Deep Learning Recommendation Models
https://www.kdnuggets.com/2021/04/deep-learning-recommendation-models-dlrm-deep-dive.html Deep Learning Recommendation Models (DLRM): A Deep DiveBy Nishant Kumar, Data Science Professional. “This deep dive article presents the architecture and deployment issues experienced with the deep learning recommendation
What I Read: AutoML, Multi-task learning, Multi-tower models, Ads
https://medium.com/pinterest-engineering/how-we-use-automl-multi-task-learning-and-multi-tower-models-for-pinterest-ads-db966c3dc99e How we use AutoML, Multi-task learning and Multi-tower models for Pinterest AdsPinterest EngineeringAug 19, 2020Ernest Wang | Software Engineer, Ads Ranking “In this blog post, we explain how key
What I Read: Neural Nets, How Brains Learn
https://www.quantamagazine.org/artificial-neural-nets-finally-yield-clues-to-how-brains-learn-20210218/ Artificial Neural Nets Finally Yield Clues to How Brains LearnAnil AnanthaswamyContributing WriterFebruary 18, 2021 “The learning algorithm that enables the runaway success of deep neural networks doesn’t work in