Tutorials & Notes

Handwritten notes, guides, and teaching materials on various CS topics

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Machine Learning

Introduction to Neural Networks

Comprehensive handwritten notes covering backpropagation, activation functions, and optimization techniques.

📄 18 pages 📅 Oct 2024
Deep Learning Neural Nets

MNIST Hand Written Digit Recognition

Comprehensive guide on implementing light-weight ANN model for MNIST recognition task. You will learn to implement forward, backward, gradient descent all from scratch in JAVA.

📄 11 pages 📅 Oct 2024
Deep Learning Neural Nets
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Computer Vision

Object Detection with YOLO

Detailed notes on YOLO architecture, implementation details, and comparison with other detectors.

📄 18 pages 📅 Sep 2024
YOLO Detection

Algorithms

Dynamic Programming Patterns

Step-by-step approach to solving DP problems with worked examples and visualization.

📄 32 pages 📅 Aug 2024
DP Problem Solving

Mathematics

Linear Algebra for ML

Essential linear algebra concepts with applications in machine learning and computer vision.

📄 28 pages 📅 Jul 2024
Linear Algebra Math
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Programming

Python for Data Science

Complete guide to NumPy, Pandas, and Matplotlib with practical examples and exercises.

📄 40 pages 📅 Jun 2024
Python Data Science
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Robotics

Robot Kinematics & Motion Planning

Fundamentals of robot kinematics, trajectory planning, and path optimization algorithms.

📄 35 pages 📅 May 2024
Kinematics Planning