I believe in learning constantly, and I've taught myself a lot through online courses, tutorials, and lots of reading. It's not just about keeping up - it's about growing both personally and professionally.
Below you'll find the data science books that have really helped shape my understanding. I often go back to them when I face new challenges at work. While I haven't read every single page of each book (let's be honest, who has?), they've all played a big part in making me the data scientist I am today.
Deep learning with Pytorch. Hands-on guide. Absolutely great results with a simple but super powerful framework.
Comic style. Learn fundamental concepts. Because the techniques may change with time, but the concepts keep the same!
Packed with many useful tricks from the best and most experienced Data Scientist in the world. Really hands-on guide.
Manage the production life cycle of machine learning models using MLOps with practical examples
Nice to have but you can find the information free on the internet.
Super useful. Never underestimate the power of feature engineering. Over 70 recipes for creating, engineering, and transforming features to build machine learning models
I have to admit it. I bought the book but never had the time to even read the first 10 pages. But one day I am going to!
My absolute favorite book for the most important and advanced algorithm: XGBoost.
One of the most popular books about ML with Sklearn and tensorflow.
This book had no big impact on me. You can find everything on stackoverflow.
I love books which cover the concepts behind the science. Provides a comprehensive look at what's currently possible with AI as well as a glimpse of the magic that's to come
Practical Solutions from Preprocessing to Deep Learning. Recipes to help you solve machine learning challenges you may encounter in your daily work.
Deep dive into HuggingFace Transformer technology for all kinds of NLP tasks.
Explains the different worldviews behind statistical modeling and machine learning
Reading is a fundamental part of my life. I have a wide collection of many other books about entrepreneurship, politics and Bitcoin technology.