A list of curated resources which is growing over the time。
AWS
- Best practices for managing AWS access keys
- AWS Summit ANZ 2021
- AWS Knowledge Center
- AWS ramp up guides
- Serverless Data Lake Framework
- AWS well-architected
- AWS on edX
- AWS on coursera
- AWS this is my architecture
- Get AWS Certified: Solutions Architect Challenge - this helps me pass the AWS Solution Architect Associate certificate
- Lambda Powertools Python
- AWS Data Wrangler - this makes Lambda as a powerful ETL tool.
- AWS Serverless
- Getting started building your first serverless web application - Emily Shea
- Amazon Athena Workshop
- Building serverless applications with streaming data
Databricks / Spark
Data Engineering
- Almost Everything You Need To Know on Data Discovery Platforms
- What Is Data Engineering
- What is MLOps
- Data Observability
- Apache Iceberg: An Architectural Look Under the Covers
Reinforcement Learning
- An Introduction to Reinforcement Learning with OpenAI Gym, RLlib, and Google Colab
- Easy RL
- Deep Reinforcement Learning
Anomaly Detection
- Deep Learning for Anomaly Detection - This is an applied research report by Cloudera Fast Forward.
- Twitter’s Anomaly Detection in Pure Python
- Fine-Grained Time Series Forecasting at Scale With Facebook Prophet and Apache Spark
- Anomaly detection analysis and labeling tool
- Alibi detect
- Microsoft SR-CNN
- Azure Anomaly Detector API Documentation
- Azure Anomaly Detector API blog
- Anomaly detection with Facebook Prophet
Time series
- Scalable and user friendly neural brain forecasting algorithms for time series data
- Darts Time Series Made Easy in Python
Finance Related
- Implement anti-money laundering solutions on AWS
- Goldman Sachs Python toolkit for quantitative finance
- GS quant
- Microsoft qlib
- Blankly Finance
