Announcement
All Colab notebook files were updated to a more readable notebook format on September 6th. (File names remain unchanged.
Basic Physics with Python vol.1~4
Volume 1: Mechanics with a Math Refresher Volume 2: Oscillations, Waves, and Light Volume 3: Electromagnetism and the Mathematics of Fields Volume 4: A First Look at Quantum Mechanics Two free Google Colab notebooks included — start instantly in your browser, no setup required. ・Chapter-linked notebooks for hands-on practice・Python syntax reference notebook・Beginner-friendly code, explained step by step Basic… Read More »
Representative Mechanisms of Quantum Computers
The following code simulates an ideal mathematical model of the inside of a quantum computer using a classical computer. This code is not “true quantum computation” in the following senses:・It does not manipulate actual qubits・It does not utilize quantum hardware・It does not involve decoherence or gate errors・It stores the entire amplitude in the memory of a classical computer・It… Read More »
Let’s Grab Some Awesome New Tools!
Have you ever thought, “What’s the point of math?” or “Programming looks way too hard”? Don’t worry! Learning these skills isn’t just about surviving exams or making a lot of money. It’s much simpler than that—it’s about following your own curiosity, like wondering, “How does AI actually work?” Honestly, you can leave the hard calculations to computers; they… Read More »
Mathematics and Python for understanding the fundamentals of AI systems Ⅱ – Data Analysis: Level 6.
Level 6: Architecture of Generative AIFrom Tokens, Attention, and QKV to Self-Attention,Transformer, and RAG… Math & Python Textbook Series 10“Curiosity about mathematics,the foundation of everything in the AI era.” Two free downloadable files : Hands-On Data Analysis with PythonEfficient learning with Colab note files linked to this book.Beginner-friendly Python code explained step-by-step.FilesStart Instantly in Your Browser—No Setup! Contents:Chapter… Read More »
Mathematics and Python for understanding the fundamentals of AI systems Ⅰ – Data Analysis: Level 5.
Level 5: Math Foundations of AIFrom Vector Representations & Cosine Similarityto Softmax & Building a Mini AI Search System. Math & Python Textbook Series 9“Curiosity about mathematics,the foundation of everything in the AI era.” Two free downloadable files : Hands-On Data Analysis with PythonEfficient learning with Colab note files linked to this book.Beginner-friendly Python code explained step-by-step.FilesStart Instantly… Read More »
Deep Learning Basics with Python Data Analysis: Level 4.
Level 4: Neural Network Basics:Covering Gradient Descent, Activation Functions,Backpropagation, and the Fundamentals of Deep Learning. Math & Python Textbook Series 8“Curiosity about mathematics,the foundation of everything in the AI era.” Two free downloadable files : Hands-On Data Analysis with PythonEfficient learning with Colab note files linked to this book.Beginner-friendly Python code explained step-by-step.FilesStart Instantly in Your Browser—No Setup!… Read More »
Machine Learning Basics with Python – Level 3.
Level 3: Scikit-Learn Foundations:From Regression & Classification to Decision Trees,Clustering & Model Evaluation…. Math & Python Textbook Series 7“Curiosity about mathematics,the foundation of everything in the AI era.” Two free downloadable files : Hands-On Data Analysis with PythonEfficient learning with Colab note files linked to this book.Beginner-friendly Python code explained step-by-step.FilesStart Instantly in Your Browser—No Setup! ContentsChapter 1… Read More »
Data Analysis with Python – Level 2.
Level 2: Pandas Foundations | From Data Profiling & Visualizationto Predictive Analytics & Intro to Machine Learning…. Math & Python Textbook Series 6“Curiosity about mathematics,the foundation of everything in the AI era.” Two free downloadable files : Hands-On Data Analysis with PythonEfficient learning with Colab note files linked to this book.Beginner-friendly Python code explained step-by-step.FilesStart Instantly in Your… Read More »
Foundations of Statistics with Python Data Analysis – Level 1.
Math & Python Textbook Series“Curiosity about mathematics,the foundation of everything in the AI era.” Level 1: From Central Tendencyand IQR to Correlation, Standard Scores, and Regression Lines…. Two free downloadable files : Hands-On Math with PythonEfficient learning with Colab note files linked to this book.Beginner-friendly Python code explained step-by-step.FilesStart Instantly in Your Browser—No Setup! ContentsChapter 1 What Is… Read More »