Whether you're just starting your journey into the world of data science or looking to expand your knowledge and skills, this repository is designed to be your resource for finding awesome learning materials.
This list contains all the resources I used (or I am planning to use) for my Data Science journey. Feel free to add more if you have great ones. Happy Learning! 🤓
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| SQL Tutorial for Data Scientists & Data Analysts | Free | Beginner | ? |
| Seven Databases in Seven Weeks | Paid | Beginner | 2018 |
| Stanford Relational Databases and SQL | Free | Beginner | 2011 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| Automate the Boring Stuff with Python | Free | Beginner | 2019 |
| Learn Python 3 the Hard Way | Paid | Beginner | 2013 |
| Clean Code in Python | Paid | Advanced | 2021 |
| Robust Python | Paid | Intermediate | 2021 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| StatQuest: Playlists (GBDT, XGBoost, CatBoost, Statistics Fundamentals) | Free | Beginner | ? |
| Practical Statistics for Data Scientists | Paid | Beginner | 2020 |
| Statistics 110: Probability | Free | Beginner | 2013 |
| Think Stats | Free | Beginner | 2011 |
| Mathematics for Machine Learning | Free | Beginner | 2020 |
| MIT: Linear Algebra | Free | Beginner | 2005 |
| Multivariable Calculus | Free | Beginner | ? |
| Building Statistical Models in Python (Just Statistics Part) | Paid | Beginner | 2023 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| ML Zoomcamp | Free | Beginner | 2023 |
| Machine Learning Specialization | Free | Beginner | 2022 |
| An Introduction to Statistical Learning with Applications in Python | Free | Beginner | 2023 |
| The Hundred-Page Machine Learning Book | Paid | Beginner | 2019 |
| Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow (Only ML Part) | Paid | Beginner | 2022 |
| Machine Learning with PyTorch and Scikit-Learn (Only ML Part) | Paid | Beginner | 2022 |
| Interpretable Machine Learning | Free | Intermediate | 2023 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| Deep Learning Specialization | Free | Beginner | ? |
| Dive into Deep Learning | Free | Beginner | 2023 |
| Deep Learning Foundations and Concepts | Free | Intermediate | 2023 |
| Full-Day PyTorch Tutorial | Free | Beginner | 2022 |
| Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow (Only DL Part) | Paid | Beginner | 2022 |
| Machine Learning with PyTorch and Scikit-Learn (Only DL Part) | Paid | Beginner | 2022 |
| Modern Computer Vision with PyTorch | Paid | Intermediate | 2024 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| Made with ML | Free | Beginner | 2023 |
| Full Stack Deep Learning | Free | Intermediate | 2022 |
| MLOps Zoomcamp | Free | Intermediate | 2023 |
| Introduction to Post Deployment | Free | Advanced | ? |
| Designing Machine Learning Systems | Paid | Intermediate | 2022 |
| Machine Learning Design Patterns | Paid | Intermediate | 2020 |
| Machine Learning Engineering with Python | Paid | Intermediate | 2023 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| Storytelling with Data | Paid | Beginner | 2015 |
| Better Data Visualizations | Paid | Beginner | 2021 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| Data Analytics Essentials with Power BI | Paid | Beginner | 2022 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| LLM Zoomcamp | Free | Beginner | 2024 |
| LLM Roadmap | Free | Beginner | 2024 |
| Hands-On Large Language Models | Paid | Beginner | 2024 |
| Build a Large Language Model (From Scratch) | Paid | Beginner | 2024 |
| LLM Engineer's Handbook | Paid | Beginner | 2024 |
| Resource Name | Cost | Difficulty | Release Year |
|---|---|---|---|
| The Kaggle Book | Paid | Intermediate | 2022 |
| The Missing Semester of Your CS Education | Free | Beginner | 2021 |
| Git Tutorial for Beginners | Free | Intermediate | 2017 |
| Data Analysis with Polars | Paid | Advanced | 2023 |
| Practical Guide to Applied Conformal Prediction in Python | Paid | Advanced | 2023 |
| Introduction To Conformal Prediction With Python | Paid | Advanced | 2023 |
| Causal Inference and Discovery in Python | Paid | Advanced | 2023 |
| Taking Python to Production: A Professional Onboarding Guide | Paid (most of the videos are free) | Beginner | 2024 |
| Cloud Engineering for Python Developers (AWS) | Paid | Intermediate | 2024 |
| Terraform: Up and Running | Paid | Intermediate | 2022 |
| Fundamentals of DevOps and Software Delivery | Free | Intermediate | 2024 |