Calculus foundations of AI, covering derivatives, partial derivatives, the chain rule, and gradient descent with Python examples in TensorFlow.
Derivatives, Partial Derivatives, and the Chain Rule Read More »
Master eigenvalues, eigenvectors, and Principal Component Analysis (PCA). This chapter covers the theory, practical Python implementation.
Eigenvalues, Eigenvectors, and Matrix Decomp. Applications Read More »
Advanced matrix decomposition (LU, QR, Cholesky) for AI and machine learning. Learn theory, Python implementation, and real-world applications.
Advanced Matrix Operations and Decomposition Read More »
Vector spaces, linear independence, and basis in AI. Learn the mathematical foundations and Python for dimensionality reduction and feature engineering.
Vector Spaces and Linear Independence Read More »
Setting up a professional Python development environment for the Raspberry Pi 5 using VS Code Remote – SSH for remote coding, debugging, and hardware control.
Using VS Code for Python Development with Remote RPi5 Access Read More »
A high-level guide to embedded systems development on Raspberry Pi 5 using Python, covering gpiod, smbus2 for I2C, and spidev for SPI communication.
Python Libraries for Embedded Systems: gpiod, smbus2, spidev Read More »
A refresher chapter on structuring Python code for embedded systems using functions, modules, and packages on the Raspberry Pi 5.
Python Refresher: Functions, Modules, and Packages Read More »
A guide to Python for embedded systems on the Raspberry Pi 5. Covers core syntax, GPIO control, data logging, and common troubleshooting.
Python Programming for Embedded Systems: A Refresher Read More »
Integrate your Python skills in a capstone project. Get ideas (data analysis, games, APIs), learn planning steps, and apply OOP, file handling, testing etc.
Programming with Python | Chapter 25: Capstone Project Read More »
GUI basics with Python’s Tkinter. Create windows, use widgets (Label, Button, Entry), manage layouts (pack, grid), handle events, and get user input.
Programming with Python | Chapter 24: Introduction to GUI Programming with Tkinter Read More »
