Hey Guysπ
Iβve 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 π₯
- Professor Leonard β Clear and detailed explanations of Algebra, Calculus, and Statistics. Perfect for mastering the basics. π
- 3Blue1Brown β Beautiful visual animations simplify even the most complex math concepts. π¨
- Mathematics for Machine Learning (3 Courses in 1) β A comprehensive deep dive into linear algebra, calculus, and probability. π’
- College Algebra with Python Code β Learn college algebra concepts with real Python coding examples. π
- Mathematics of Neural Networks β Understand the mathematical core of neural networks, including matrix multiplication and optimization. π§
- Calculus 1 β Full College Course β Ideal for mastering calculus, essential for gradient descent and other optimization techniques. π
- Statistics - A Full University Course on Data Science Basics β A detailed university-level course covering statistics for data science. π
- Statistics and Probability Full Course β Comprehensive guide to statistics and probability for data science enthusiasts. π²
- Statistics Full Course for Beginners β A beginner-friendly course perfect for those starting out in data science. π¨βπ«
Free Books π
- Mathematics for Machine Learning (Free PDF) β 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) β An introduction to probability and statistics for data scientists.
- Linear Algebra Done Right (Free) β A clear and approachable book for learning the essentials of linear algebra.
Blogs π
- Introduction to Statistics for Data Science β A fantastic primer for understanding how statistics fits into the data science field.
- The Mathematics of Machine Learning β A step-by-step guide that breaks down essential math concepts needed for ML.
- Top 10 Math Skills for Machine Learning β This article explains the key math skills every data scientist needs.
Free Courses π»
- Harvard Free Mathematics Courses β A collection of free math courses from Harvard, covering a wide range of topics from algebra to advanced calculus.
- MIT Mathematics Courses β Dive into free courses from MITβs OpenCourseWare on subjects like linear algebra, differential equations, and more.
- Alison Free Online Mathematics Courses β A variety of free courses covering different areas of mathematics, including statistics and calculus.
Feel free to share any other great resources youβve come across in the comments. Happy learning! π
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