Where to go next

Deep Learning has a strong open-source culture. Many great learning resources exist on blogs, lectures, tutorials, newsletters, course websites, and code repositories.

This section is mostly up to you! Submit a pull request to add helpful resources.

Conferences

• ScaledML (by Matroid)

• MLOps Conference (by Iguazio)

• Spark + AI Summit (by Databricks)

Newsletters

• The Batch (by deeplearning.ai)

• Machine Learning In Production (by Luigi Patruno)

• Import AI (by Jack Clark)

• The Machine Learning Engineer Newsletter (by The Institute for Ethical AI & ML)

• Projects To Know (by Amplify Partners)

Personal Blogs

• Locally Optimistic (Data Leaders in NYC)

• MLOps Tooling Landscape (by Chip Huyen)

• Three Risks in Building Machine Learning Systems (by Benjamin Cohen)

• How To Serve Models (by Bugra Akyildiz)

• Nitpicking ML Technical Debt (by Matthew McAteer)

• Monitoring ML Models in Production (by Christopher Samiullah)

• Models for integrating data science teams within organizations (Pardis Noorzad)

• Data-as-a-Product vs Data-as-a-Service (Justin Gage)

Corporate Blogs

• The New Business of AI (by a16z)

• Long-Tailed AI Problems (by a16z)

• Rules of ML (by Google)

• Continuous delivery and automation pipelines in machine learning (by Google)

• Tecton: The Data Platform for Machine Learning (by Tecton)

• Why We Need DevOps for ML Data (by Tecton)

• Continuous Delivery for Machine Learning (by ThoughtWorks)

• Dagster: The Data Orchestrator (by Elementl)

• State of Machine Learning Model Servers In Production (by Anyscale)

Repositories

• Awesome Production Machine Learning (by The Institute for Ethical AI & Machine Learning)

• MLOps References (by InnoQ)

• ML Applied in Production (by Eugene Yan)

• Feature Stores for ML (by KTH Royal Institute of Technology)

• Feature Store: The Missing Data Layer in ML Pipelines? (by Logical Clocks)

Tutorials

• Deep Learning for OCR, Document Analysis, Text Recognition, and Language Modeling (ICDAR 2019)

• Image Retrieval in the Wild (CVPR 2020)

• Handwritten Text Recognition (OCR) with MXNet Gluon (AWS Labs)