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optimization

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From the popular book "Mathematics for Machine Learning". My solutions to the exercises from Part I. Also, notebooks with concrete examples of concepts from Part II.

  • Updated Aug 11, 2025
  • Jupyter Notebook

📶 Logistic regression classifier for bit decoding in binary vectors using stochastic gradient descent (SGD). Features performance evaluation, probabilistic modeling, confusion matrix analysis, and classification error interpretation. Developed in Python with Jupyter Notebook.

  • Updated Aug 10, 2025
  • Jupyter Notebook

A comprehensive collection of Jupyter notebooks demonstrating advanced mathematical concepts using SageMath. Covers calculus, linear algebra, number theory, cryptography, optimization, and computational mathematics with interactive visualizations.

  • Updated Aug 8, 2025
  • Jupyter Notebook

🔬 SciPyMasterPro — A hands-on, modular project to master SciPy for statistics, optimization, linear algebra, curve fitting, and simulations. Includes 10+ Jupyter notebooks, an interactive Streamlit app, synthetic datasets, reusable utility functions, Dockerized setup, and cheatsheets for fast recall, portfolio building, and interview prep.

  • Updated Jul 31, 2025
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