Subject
8 entries
Tutorials
Bookmarks
Machine Learning Mastery
Machine Learning Mastery is Jason Brownlee's prolific tutorial blog — hundreds of practical, code-first ML tutorials covering scikit-learn, Keras, time series, NLP, and more. Known for quantity and accessibility rather than depth, but a go-to reference for how-to implementations.
150+ Best Machine Learning, NLP, and Python Tutorials
Robbie Allen's curated list of 150+ machine learning, NLP, and Python tutorials, organized by topic and difficulty. A high-signal link aggregation for 2020-era ML self-study, with commentary on what each resource covers.
20 Short Tutorials All Data Scientists Should Read and Practice
Data Science Central's curated list of 20 short tutorials spanning statistics, machine learning, SQL, R, and Python — designed as quick-read practice exercises. A community-sourced map of what foundational skills were considered essential for data scientists in 2014.
Learn Pandas — IPython Notebook Tutorial Series
Bitbucket-hosted IPython notebook series for learning Pandas from scratch — one of the early hands-on Pandas tutorials when official documentation was sparse. Covers data loading, manipulation, groupby, and time series.
How to Get Started with Machine Learning in Python
Prismatic story aggregating a 'How to Get Started with Machine Learning in Python' tutorial — a 2014 entry point to scikit-learn, NumPy, and Pandas for ML practitioners. Reflects the era's onboarding gap before dedicated ML courses existed.
The Flask Mega-Tutorial, Part III: Web Forms
Part III of Miguel Grinberg's Flask Mega-Tutorial — covers web forms using Flask-WTF and WTForms. The Mega-Tutorial was the canonical resource for learning Flask web development in 2014, and this forms chapter is where most projects got real.
Statistical Data Mining Tutorials — AutonLab (CMU)
Carnegie Mellon's AutonLab tutorial series on statistical data mining — covering Bayesian networks, clustering, density estimation, dimensionality reduction, and anomaly detection. A rigorous academic reference that was freely available online before MOOC culture normalized that.
Codular — Web Development Tutorials
Codular was a web development tutorial site from 2012-2013 focused on HTML, CSS, and JavaScript guides. Part of the wave of indie tutorial sites that preceded the consolidation around a few major platforms like CSS-Tricks, Smashing Magazine, and later freeCodeCamp.