The following is a collection of books, academic papers, blog posts, videos and courses I have consumed over the years and found insightful. The topics mostly involve ML, ML-Ops and software development in general. I have tried to provide a source for most resources, but some books/courses are not available for free.
- General (Covers many areas)
- 20 Popular Machine Learning Metrics. Part 2: Ranking, & Statistical Metrics [Blog]
- The retail “bible” - Introduction to algorithmic marketing [Book]
- Everything ML and reference papers. Can be used when trying to find reference material for a specific area / use-case [Github collection]
- Massive resource on eveything ML/DL [Website]
- Awesome machine learning papers [Github collection]
- Fashion AI [Github collection]
- Fashion Meets Computer Vision: A Survey [Paper]
- Theoretical Foundations of Graph Neural Networks [Video]
- Why is Object Detection so Messy? [Blog]
- A guide to dynamic pricing algorithms [Blog]
- Advertising papers [Github collection]
- Optimized Cost per Click in Taobao Display Advertising [Paper]
- Recommender systems
- How Does the Recommendation System Work on Tmall? [Blog]
- Awesome RecSys Works [[Github collection]](Awesome RecSys Works)
- Recommender Systems [PapersWithCode]
- TensorFlow Recommenders [Website]
- Collaborative Filtering using Deep Neural Networks (in TensorFlow) [Blog]
- Neural Graph Collaborative Filtering [Paper]
- Neural Collaborative Filtering [Paper]
- Wide & Deep Learning for Recommender Systems [Paper]
- Learning Item-Interaction Embeddings for User Recommendations [Paper]
- Next Basket Recommendation with Neural Networks [Paper]
- Deep Learning based Recommender System: A Survey and New Perspectives [Paper]
- Recommender Systems — It’s Not All About the Accuracy [TODO]
- Search & Ranking
- Applied Machine Learning for Ranking Products in an Ecommerce Setting [Video]
- Smart rankings at Farfetch [Blog]
- Cross-Lingual End-to-End Product Search with Deep Learning [Blog]
- Relevant Search [Book]
- What is Learning to Rank? [Blog]
- How is search different than other machine learning problems? [Blog]
- Search at Farfetch - A glimpse of Semantic Search [Blog]
- Cross-Lingual End-to-End Product Search with Deep Learning [Blog]
- Neural Search Frameworks: A Head-to-Head Comparison [Blog]
- Vector Podcast [Podcast]
- NLP
- Other
- Self-Organizing Intelligent Matter: A Blueprint for an AI Generating Algorithm [Paper]
- Machine Learning Design Patterns [[Book]]
- Resources for GCP Professional Machine Learning Engineer certificate [Github collection]
- Massive resource on everything ML-Ops [Website]