Data Science resources

Newsletters

# Link Description
1 10 Best ML & AI newsletters
2 Alpha Signal newsletter

Search engines

# Link Description
1 Refseek Academic Resource Search
2 WorldCat > 20 thousand worldwide libraries
3 Springer Nature > 10 million scientific documents
4 BioLine scientific bioscience journals
5 RePeC Research Papers in Economics
6 Science.gov > 200 million indexed articles

Tutorials

# Link Description
1 Kaggle's guides and tutorials
1 Python Robotics algorithms
2 The Incredible PyTorch
3 Understanding LSTM Networks
4 Neural Networks A 30,000-Feet View for Beginners
5 The Data Engineering Handbook
6 The Breaking Into Data Handbook
7 Data Engineering Practice Problems
8 Path to Senior Engineer Handbook
9 Machine Learning Q and AI by Sebastian Raschka
10 Practical Deep Learning by Fast AI
11 Machine Learning course by Open Data Science

ML Ops

# Link Description
1 Machine Learning with Django
2 MLJAR Automated ML for Humans
3 Made With ML ML for Developers
4 What is MLOps? Introduction by OVH
5 MLOps Roadmap
6 10 repositories to master MLOps
7 MLOps with GitHub
8 MLOps with Google
9 Marvelous MLOps by Başak and Maria
10 MLOps by INNOQ

Blogs

# Link Description
1 Andrej Karpathy's blog
2 MonkeyLearn's blog
3 ML and AI blog by Sebastian Raschka

Books online

# Link Description
1 Understanding Deep Learning
2 Deep Learning Book
3 Data Science notebooks IPython examples

Tools

# Link Description
1 Xarray multi-dimensional arrays
2 polars blazingly fast DataFrames
3 tqdm a smart progress meter
4 seaborn statistical data visualization
5 Mostly.ai create synthetic data
6 SQL Model databases in Python
7 WEKA the workbench for ML
8 Yellow Brick Machine Learning Visualization
9 PyCaret Low-level Machine Learning
10 imbalanced-learn classification with imbalanced classes
11 Modin boost Panda's performance
12 SHAP explains output of ML model
13 missingno missing data visualizations