{"repo":"neonwatty/machine-learning-refined","free":true,"listed":false,"github":"https://github.com/neonwatty/machine-learning-refined","clone":"git clone https://github.com/neonwatty/machine-learning-refined.git","description":"Master the fundamentals of machine learning, deep learning, and mathematical optimization by building key concepts and models from scratch using Python.","language":"Python","stars":2258,"topics":["machine-learning","deep-learning","artificial-intelligence","data-science","jupyter-notebook","numpy","python"],"license":null,"category":"machine-learning","readme_excerpt":"Learn machine learning by building all the fundamentals from scratch - with Python Welcome! Learn machine learning from the ground up - using Python and a handful of fundamental tools. This repository contains a range of resources associated with the 2nd edition of the university textbook Machine Learning Refined. Our pedagogical approach stresses intuition, visualization, and \"getting your hands dirty\" building real machine learning models from scratch. The only technical prerequisites is a basic understanding of Python and matrix maths. Choose a repository resource Everything needed to study or teach from the book is organized directly in this repository: - Read or download the chapter PDFs - Run the source Jupyter notebooks - Practice with the exercises - Use the lecture slides For a suggested path through these materials, jump to Independent learners or Instructors. Independent learners Are you an independent learner aiming to build a solid foundation in machine learning? Get started fast by - Downloading a free PDF of the book - Examining the online notes, and - Taking a look at our getting started guide to using the text to help you best achieve your goals When you're ready - follow our installation instructions to run the notes locally or get started on a range of exercises. Always feel free to reach out to us with questions by filing an issue in this repository. A physical copy of the text may be procured via online retailers like these. Instructors Are you an instruc","default_branch":null,"files":null,"tree":[],"storefront":"/r/neonwatty","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/neonwatty/machine-learning-refined/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}