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multivariate-calculus

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This Repository contains Solutions to the Quizes & Lab Assignments of the Mathematics for Machine Learning Specialization offered by Imperial College of London on Coursera taught by David Dye, Samuel J. Cooper, A. Freddie Page, Marc Peter Deisenroth

  • Updated Sep 23, 2023
  • Jupyter Notebook

Data Science is not as easy as it seems at first. The most problem faced by new learner are lack of resource knowledge as well as confusion in using the various resources. I hope this repository will benefit confusion learner.

  • Updated Nov 30, 2021
  • Jupyter Notebook

The calculus underpinning modern machine learning, built from scratch in pure NumPy. 8-week masterclass: ε–δ limits, complex-step differentiation, forward- & reverse-mode autodiff (backprop) from scratch, multivariate/matrix/vector calculus, and the calculus of variations — every result verified against analytic truth. Fully executed notebooks.

  • Updated May 30, 2026
  • Jupyter Notebook

Modern makine öğrenmesinin üzerine kurulduğu kalkülüs, sıfırdan saf NumPy ile. 8 haftalık masterclass: ε–δ limitler, kompleks-adım türevi, sıfırdan ileri & ters-mod otomatik türev (geri yayılım), çok değişkenli/matris/vektör kalkülüs ve varyasyon hesabı. Her sonuç analitik gerçeğe karşı doğrulanır.

  • Updated May 30, 2026
  • Jupyter Notebook

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