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#43 of the weekly newsletter from Life With Data

Here’s ML UTD #43 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 Next Evolution of Data Catalogs: Data Discovery Platforms
  • Machine Learning in production: the Booking.com approach
  • The Netflix Cosmos Platform

Theory

  • Deep Learning for Phenotype Compound Screening
  • Gradient-Guided Dynamic Efficient Adversarial Training Edit social preview
  • Dataset for Solving Mathematics Problems

The Next Evolution of Data Catalogs: Data Discovery Platforms


#42 of the weekly newsletter from Life With Data

Here’s ML UTD #42 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 First No-Code Voice AI Platform for Microcontrollers
  • DVC 2.0 Release
  • Building Riviera: A Declarative Real-Time Feature Engineering Framework

Theory

  • SpeechBrain: A PyTorch Powered Speech Toolkit
  • Data Science for Marketing Optimization — Case Studies from Airbnb, Lyft, DoorDash
  • Re-labeling ImageNet: from…


#41 of the weekly newsletter from Life With Data

Here’s ML UTD #41 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

  • Announcing the 2021 AI Index Report
  • Reverse ETL — A Primer
  • Launching the Facebook Map

Theory

  • Introducing Model Search: An Open Source Platform for Finding Optimal ML Models
  • Towards Causal Representation Learning
  • We’ll never have true AI without first understanding the…


#40 of the weekly newsletter from Life With Data

Here’s ML UTD #40 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

  • How to do everything in Computer Vision
  • Apache Superset for Business Intelligence at Scale
  • A Data Pipeline is a Materialized View

Theory

  • Searching for Fast Model Families on Datacenter Accelerators
  • Raising good robots
  • Self-Supervised VQ-VAE For One-Shot Music Style Transfer

How to do everything in Computer Vision


#39 of the weekly newsletter from Life With Data

Here’s ML UTD #39 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

  • Natural Language Processing in Production: 27 Fast Text Pre-Processing Methods
  • CTrL and MNTDP, a new open source benchmark and model for continual learning
  • Lessons Learned from Running Apache Kafka at Scale at Pinterest

Theory

  • Machine Learning Models are Missing Contracts
  • TracIn…


#38 of the weekly newsletter from Life With Data

Here’s ML UTD #38 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

  • A better way to build ML — why you should be using Active Learning
  • FinRL: A Deep Reinforcement Learning Library for Automated Stock Trading in Quantitative Finance
  • Building a Complete AI Based Search Engine with Elasticsearch, Kubeflow and Katib

Theory

  • New…


#37 of the weekly newsletter from Life With Data

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

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

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

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…

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