numerical-linear-algebra
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numerical-linear-algebra
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I'm a 42-years-old librarian whithout any math background and I'm willing to learn
If you really like to dig into math, I liked the Udacity course on Intro to Deeplearning with Pytorch. Also, the Stanford course CS231n Convolutional Neural Networks for Visual Recognition is a good place to understand some basics. Other two courses to get you jumpstarted are Practical Deep Learning for Coders and Linear Algebra Course by FastAI
- Hi, what are the advanced courses/books in machine learning and neural nets? And where do I find them?
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Math for Machine Learning!
I've also bookmarked Fast.Ai Computational Linear Algebra for Coders. https://github.com/fastai/numerical-linear-algebra/blob/master/README.md
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Textbook for computer algebra using Python?
In that case, I would probably be temped to teach a numerical methods of linear algebra course using NumPy / Numba. Something like https://github.com/fastai/numerical-linear-algebra or https://pythonnumericalmethods.berkeley.edu/notebooks/Index.html
- Interactive Linear Algebra Text Book
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OPEN SOURCE COMPUTER SCIENCE CURRICULUM
Computation Linear Algebra Lectures Study Material To do after completing curricula.
Data-Science-FLIGHT-DELAY-PREDICTION-HIT
What are some alternatives?
stacks-project - Repository for the Stacks Project
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers - aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
pml-book - "Probabilistic Machine Learning" - a book series by Kevin Murphy
python-machine-learning-book - The "Python Machine Learning (1st edition)" book code repository and info resource
cornell-cs5785-2020-applied-ml - Teaching materials for the applied machine learning course at Cornell Tech (online edition)
course-nlp - A Code-First Introduction to NLP course
materials - Bonus materials, exercises, and example projects for our Python tutorials
microMathematics - microMathematics Plus - Extended visual calculator
idx2numpy_array - Convert data in IDX format in MNIST Dataset to Numpy Array using Python
NumPy - The fundamental package for scientific computing with Python.
social-perception - Studying sociopolitical attitudes and moving the human perspective using psychographic and sociodemographic data from the European Social Survey.