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#37 of the weekly newsletter from Life With Data

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Here’s ML UTD #37 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Papers with Code — Datasets
  • ML Platforms in 2021
  • Key Challenges with Quasi Experiments at Netflix

Theory

  • Switch Transformers: Scaling to Trillion Parameter Models with Simple and Efficient Sparsity
  • Can AI Let Justice Be Done?
  • Meta-trained agents implement Bayes-optimal agents

Papers with Code — Datasets


#36 of the weekly newsletter from Life With Data

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Here’s ML UTD #36 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Designing Experimentation Guardrails
  • How to Reliably Scale Your Data Platform for High Volumes
  • Large-scale collaborative filtering to predict who on OkCupid will like you, with JAX

Theory

  • Challenges in Deploying Machine Learning: a Survey of Case Studies
  • Learning the Language of…


#35 of the weekly newsletter from Life With Data

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Here’s ML UTD #35 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • [Towards] Creating Unbiased News Using Data Science
  • Platform Optimization Through Better API Design
  • Building a gRPC Client Standard with Open Source

Theory

  • Researchers find machine learning models still struggle to detect hate speech
  • Robustness Gym: Unifying the NLP Evaluation Landscape
  • When…

#34 of the weekly newsletter from Life With Data

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Here’s ML UTD #34 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • The Journey of Metadata at Paypal
  • Google MLKit added Entity Extraction and Selfie Segmentation
  • Top 47 Machine Learning Projects for 2021

Theory

  • Learn Natural Language Processing the practical way
  • Machine & Deep…

#33 of the weekly newsletter from Life With Data

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Here’s ML UTD #33 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Giving more tools to software engineers: the reorganization of the factory
  • Microsoft Qlib for Quant Research
  • MediaPipe Holistic — Simultaneous Face, Hand and Pose Prediction, on Device

Theory

  • Software Engineering for AI/ML…


#32 of the weekly newsletter from Life With Data

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Here’s ML UTD #32 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance
  • MLCommons Launches and Unites 50+ Global Technology and Academic Leaders
  • Introducing OpenLineage

Theory

  • Evaluating Agents without Rewards
  • Entity Linking in 100 Languages
  • Google Releases its Objectron Dataset

Production Machine Learning Monitoring: Outliers, Drift, Explainers & Statistical Performance


#31 of the weekly newsletter from Life With Data

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Here’s ML UTD #31 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • No Code Workflow Orchestrator for Building Batch & Streaming Pipelines at Scale
  • 18 Machine Learning Best Practices
  • Chip Huyen: MLOps Tooling Landscape v2

Theory

  • How to Talk When a Machine is Listening: Corporate Disclosure in the Age of AI
  • A Gentle…


#30 of the weekly newsletter from Life With Data

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Here’s ML UTD #30 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Designing Data Science Tools at Spotify
  • Machine Learning is Going Real-time
  • Why We’re Investing (Even More) in Automation

Academia

  • Natural Language Processing Tutorials for Deep Learning
  • Knocking on Turing’s door: Quantum Computing and Machine Learning
  • Dataset Security for Machine Learning: Data…


#29 of the weekly newsletter from Life With Data

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Here’s ML UTD #29 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Applying the MLOps Lifecycle
  • NeurIPS 2020 Papers: Takeaways for a Deep Learning Engineer
  • Mobile Machine Learning: 2020 Year in Review

Academia

  • Using JAX to accelerate [Deepmind] research
  • Wav2vec 2.0: Learning the structure…


#28 of the weekly newsletter from Life With Data

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Here’s ML UTD #28 from the LifeWithData blog! We help you separate the signal from the noise in today’s hectic front lines of software engineering and machine learning.

LifeWithData strives to deliver curated machine learning & software engineering updates that point the reader to key developments without superfluous details. This enables frequent, concise updates across the industry without information overload.

Applications

  • Building a Gigascale ML Feature Store
  • Pinterest Visual Signals Infrastructure: Evolution from Lambda to Kappa Architecture
  • Managing Uber’s Data Workflows at Scale

Academia

  • The Far-Reaching Impact of Dr. Timnit Gebru
  • AlphaFold: a solution to a 50-year-old grand challenge in biology
  • Research…

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