Machine-Learnia – Guillaume Saint-Cirgue
Site web en Français pour une introduction aux techniques du Machine Learning Web Site in French for an introduction of machine Learning Machine Learnia Blog Machine_Learnia_YouTube MachineLearnia_Twitch
Month: March 2022
Scikit-Learn
Scikit-Learn is the easiest way to start ML coding. Scikit-Learn Crash Course Machine Learning Course for beginners Real-World Machine Learning Tutorial with Scikit-Learn Scikit-Learn web page Scikit-Learn Tutorials Scikit-Learn project Introduction Python Scientific Libraries (SciPy)
Neural Networks for ML – Geoffrey Hinton, UofT
Complete course on Neural Networks. Lecture 1 Lectures 2 to 78 – 78 short videos (10 minutes long)
Introduction to Scikit-Learn
SCIKIT_INTRO
Scikit-learn web page
Web page
Scientific Python
Scipy Lectures Notes Basic Introduction to Scipy – cluster & optimize modules Function Optimization With SciPy – Jason Brownlee Stanford class – Introduction to Scientific Python Scipy jac = ‘cs’ – using complex derivative which gives more accurate results than other numerical methods (2-point and 3-point). In order to understand how complex derivative works, … Read more
Numerical Analysis
In order to clearly understand the algorithms behind ML, it is important to have clear numerical analysis understanding. First a good summary of gradient descent methods are explained in this paper: An overview of gradient descent optimization algorithms – arxiv Then, Michel Bierlaire from the EPFL in Switzerland wrote a good book on optimization, and … Read more