This list contains resources which I genuinely found useful or entertaining.
This list doesn’t contain resources which I’ve never used. It’s also not a list of every resource I’ve ever used.
This list isn’t in any particular order, and resources can appear multiple times under different headings.
Software Development
- “Simple Made Easy” - Rich Hickey (2011)
- Hammock Driven Development - Rich Hickey
- Design, Composition, and Performance - Rich Hickey
- The Missing Readme: A Guide for the New Software Engineer
- The Phoenix Project: A Novel About IT, DevOps, and Helping Your Business Win
- The Pragmatic Programmer
- Clean Code
- The Grug Brained Developer
- On Being A Senior Engineer
- Devops: These Soft Parts
- Containers From Scratch • Liz Rice • GOTO 2018
- Calmcode
- I Like Notebooks - Jeremy Howard
- nbdev
- Refactoring guru (Refactoring + design patterns)
- Sebastion Lague
Data Science
- Model Evaluation, Model Selection, and Algorithm Selection in Machine Learning
- Rules of ML - Google
- A Few Useful Things to Know About Machine Learning
- Eugene Yan
- Experimentation workflow with jupyter, papermill, and mlflow
- The Data Science Lifecycle Process
- Cookiecutter data science
- The Post-Modern Stack
- Made With ML
- MLOps Community
- Josh Starmer
- Neural Networks - 3blue1brown
- carykh
- Primer
- Continuous Delivery for Machine Learning
- Awesome Data Science
- Awesome Data Engineering
- Awesome Production Machine Learning
- Awesome MLOps
- Awesome Software Engineering for Machine Learning
- Awesome Computer Vision
- Applied ML
- ML Youtube Courses
- Machine Learning Interview
- AI Expert Roadmap
- ML Glossary
MLOps
DevOps
Containers
Algorithms
Electronics
Networking
Theory of computation
Maths
Game development
Books
- The Missing Readme: A Guide for the New Software Engineer
- The Phoenix Project: A Novel About IT, DevOps, and Helping Your Business Win
- The Pragmatic Programmer
- Think Again: The Power of Knowing What You Don’t Know
- The Status Game: On Social Position and How We Use It
- Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones
- When Breath Becomes Air
- War Doctor
Videos
- How to Speak - Patrick Winston
- AlphaGo - The Movie - Full award-winning documentary
- I Like Notebooks - Jeremy Howard
- Sebastion Lague
- 3blue1brown
- Neural Networks - 3blue1brown
- Primer
- carykh
- Ben Eater
- “Simple Made Easy” - Rich Hickey (2011)
- Hammock Driven Development - Rich Hickey
- Design, Composition, and Performance - Rich Hickey
- Introduction to the Theory of Computation - Coder Island
- Algorithms - Coder Island
Blogs
Life
Other lists
- Awesome
- Awesome Data Science
- Awesome Data Engineering
- Awesome Production Machine Learning
- Awesome MLOps
- Awesome Software Engineering for Machine Learning
- Awesome Computer Vision
- Applied ML
- ML Youtube Courses
- Machine Learning Interview
- AI Expert Roadmap
- Computer Science ossu
- Free for dev
- ML Glossary
- Dockerfile windows
- Project based learning