Hey Guys๐
Iโve compiled a list of free, high quality resources to help you sharpen your math skills and gain confidence tackling ML algorithms. Check them out:
YouTube Courses ๐ฅ
- Professor Leonard โ Clear and detailed explanations of Algebra, Calculus, and Statistics. Perfect for mastering the basics. ๐
- 3Blue1Brown โ Beautiful visual animations simplify even the most complex math concepts. ๐จ
- Mathematics for Machine Learning (3 Courses in 1) โ A comprehensive deep dive into linear algebra, calculus, and probability. ๐ข
- College Algebra with Python Code โ Learn college algebra concepts with real Python coding examples. ๐
- Mathematics of Neural Networks โ Understand the mathematical core of neural networks, including matrix multiplication and optimization. ๐ง
- Calculus 1 โ Full College Course โ Ideal for mastering calculus, essential for gradient descent and other optimization techniques. ๐
- Statistics - A Full University Course on Data Science Basics โ A detailed university-level course covering statistics for data science. ๐
- Statistics and Probability Full Course โ Comprehensive guide to statistics and probability for data science enthusiasts. ๐ฒ
- Statistics Full Course for Beginners โ A beginner-friendly course perfect for those starting out in data science. ๐จโ๐ซ
Free Books ๐
- Mathematics for Machine Learning (Free PDF) โ A fantastic, in-depth resource for anyone serious about learning the math behind machine learning. This book covers linear algebra, calculus, and more!
- Think Stats (Free Download) โ An introduction to probability and statistics for data scientists.
- Linear Algebra Done Right (Free) โ A clear and approachable book for learning the essentials of linear algebra.
Blogs ๐
- Introduction to Statistics for Data Science โ A fantastic primer for understanding how statistics fits into the data science field.
- The Mathematics of Machine Learning โ A step-by-step guide that breaks down essential math concepts needed for ML.
- Top 10 Math Skills for Machine Learning โ This article explains the key math skills every data scientist needs.
Free Courses ๐ป
- Harvard Free Mathematics Courses โ A collection of free math courses from Harvard, covering a wide range of topics from algebra to advanced calculus.
- MIT Mathematics Courses โ Dive into free courses from MITโs OpenCourseWare on subjects like linear algebra, differential equations, and more.
- Alison Free Online Mathematics Courses โ A variety of free courses covering different areas of mathematics, including statistics and calculus.
Feel free to share any other great resources youโve come across in the comments. Happy learning! ๐
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