Data Scientist
Notebooks & Environments
Google Colab
Free hosted Jupyter-notebook environment with GPU/TPU access.
Jupyter
Interactive notebook environment for exploratory data analysis and literate programming.
Kaggle
Hosted notebooks, datasets, and competitions platform for data science.
ML Frameworks
PyTorch
Meta's deep learning framework, the dominant choice for research and production ML.
XGBoost
Gradient boosting library widely used for tabular data and competition-grade models.
scikit-learn
Classical machine learning library for Python, the standard for non-deep-learning ML.