Academy / AI Literacy
#1 Ch 1: Beyond the Chatbot - Anatomy of LLM
Mar 1, 2026 · Oiyo
Learn how large language models go beyond generating answers to understand and predict the world through probability.
Home Page 74
We do not grow old as long as we strive to improve ourselves.
OIYO Academy
OIYO Magazine
Academy / AI Literacy
#2 Lecture 2: Fundamentals of Machine Learning — How Does AI Learn?
May 16, 2026 · OIYO Editorial
Understand the differences between supervised, unsupervised, and reinforcement learning. Learn about overfitting, the bias-variance tradeoff, and why splitting data into training, validation, and test sets is essential.
Academy / AI Literacy
#3 Lecture 3: Deep Learning and Neural Networks — How AI Perceives the World
May 16, 2026 · OIYO Editorial
Understand how artificial neural networks work, the principles behind backpropagation and gradient descent, and the differences between CNNs, RNNs, and Transformers. Learn why deep learning sparked a revolution in image recognition and natural language processing.
Academy / AI Literacy
#4 Lecture 4: AI's Limitations and Risks — Hallucination, Bias, and Privacy
May 16, 2026 · OIYO Editorial
What you must know to use AI critically. From hallucination and data bias to privacy violations and AI deepfakes — a clear-eyed look at the dark side of AI.
Academy / AI Literacy
#5 Lecture 5: Survival Strategies in the AI Era — Prompt Engineering and Human-AI Collaboration
May 16, 2026 · OIYO Editorial
A comprehensive wrap-up of the AI Literacy series. Covers advanced prompt engineering techniques, the division of labor between humans and AI, and career strategies for staying competitive in the age of AI.
Academy / Education
#2 Lecture 2: Advanced Nash Equilibrium — Mixed Strategies and Multiple Equilibria
May 16, 2026 · OIYO Editorial
Learn how mixed-strategy Nash equilibria work in games where no pure-strategy equilibrium exists, and how players coordinate when multiple equilibria are possible.
Academy / Education
#3 Lecture 3: Repeated Games and the Evolution of Cooperation — The Power of Tit-for-Tat
May 16, 2026 · OIYO Editorial
In a one-shot Prisoner's Dilemma, betrayal is the dominant strategy — but repeat the game and cooperation becomes possible. Explore Tit-for-Tat, reputation effects, and the conditions under which cooperation can emerge.
Academy / Game Theory
#4 Lecture 4: Auction Theory and Bidding Strategy — How Much Should You Bid to Win?
May 16, 2026 · OIYO Editorial
Auctions are a laboratory for strategy under information asymmetry. Analyze the differences between English, Dutch, and sealed-bid auctions, the winner's curse, and optimal bidding strategies through game theory.
Academy / Game Theory
#5 Lecture 5: Game Theory Applied — Strategic Design in Politics, Evolution, and Economics
May 16, 2026 · OIYO Editorial
The capstone of game theory. From the voting paradox and evolutionarily stable strategies to signaling games and moral hazard — interpret real-world strategic interactions through the lens of game theory.
Academy / History
#10 World History Wrap-Up — The Making of the Modern World and Historical Thinking
May 16, 2026 · OIYO Editorial
A complete review of the World History Fundamentals series. From World War II through the Cold War, decolonization, and the 21st-century world order — master the cause-and-effect thinking that unlocks historical understanding.