ml-and-ai-resources
Trends
- Stanford University AI Index Report (2023) | (2022)
- Kaggle's State of Data Science and Machine Learning 2022
Comparisons & Benchmarks
MLOps
- Comprehensive list of open-source MLOps resources
- How We Built Infrastructure to Run User Forecasts at Spotify
LLMs / Generative AI
Problem Domains
Anomaly Detection
- ADBench: anomaly detection model benchmark
Forecasting
Privacy
- PipelineDP: PipelineDP is a Python framework for applying differentially private aggregations to large datasets using batch processing systems such as Apache Spark, Apache Beam, and more. Developed by OpenMined and Google
Ethical AI
- Awful AI list: "Awful AI is a curated list to track current scary usages of AI"
Retail
- Price optimization notebook for apparel retail using Google Vertex AI: comprehensive approach shared by Grid Dynamics' ML team
- Grid Dynamics ML/AI blog