Exercises & Drills
Interactive workbook-style exercises, coding drills, and hands-on labs for mastering PAI development skills across Python, JavaScript, and C++.
Python Exercises
7 exercises available
Duck Typing Mastery: Building Flexible PAI Interfaces
Master Python's duck typing philosophy by building adaptable PAI interface systems that work with any object that implements the required methods
Epochs & Learning Patterns: How AI Develops Intelligence Over Time
Dive deep into epochs, learning curves, and how neural networks develop pattern recognition through iterative training
Math-to-Code Translation: Understanding AI Training Mathematics
Learn how mathematical formulas used in AI training translate directly to Python code with hands-on examples
Model Testing & Evaluation: Building Self-Improving AI Systems
Master AI model testing, evaluation metrics, and continuous training systems that automatically improve performance
Neural Network Anatomy: Building Your First AI Brain from Scratch
Understand the fundamental components of neural networks by building a simple model that learns to predict the next word in a sequence
Testing & Continuous Training: Building Self-Improving AI Systems
Master AI model testing, evaluation metrics, and continuous training loops that automatically improve when performance drops
Training Loops & Epochs: How AI Develops Intelligence Through Repetition
Master the concept of epochs and build training loops that teach AI to recognize patterns and predict text
JavaScript Exercises
2 exercises available
Advanced JavaScript: Callback Patterns and Future Event Anticipation
Master advanced callback patterns and develop a strong intuition for writing JavaScript code that anticipates and handles future events gracefully.
Async PAI Interactions: Mastering Promise-Based AI Communication
Build responsive Personal AI systems using JavaScript's async/await, promises, and event-driven architecture for seamless user interactions
C++ Exercises
1 exercise available
Memory Management Patterns in High-Performance C++
Master advanced memory management techniques used in high-performance systems like llama.cpp, focusing on RAII, custom allocators, memory mapping, and efficient resource management.