FRM Part 1

📘 Book: Foundations of Risk Management (FRM) This book builds the base of risk, financial markets, models, and governance. 🧠 MODULE / CHAPTER-WISE SUMMARY 📌  Module 1: Risk Management – Foundations Summary: Key Idea: Risk is uncertainty that can impact financial outcomes. 📌  Module 2: Risk Appetite & Governance Summary: Key Idea: Firms must align …

From Personal Computers to Artificial Intelligence: A Quarter-Century of Transformation

From the vantage point of the early 1990s, the personal computer seemed the very summit of human ingenuity, an instrument that placed unprecedented power upon the individual’s desk. The subsequent decades bore witness to a steady march of abstractions: the frameworks of Java and .NET civilised programming into disciplined languages; the rise of the cloud …

Starter Kit: Build Your Own LLM – TensorFlow

Building your own LLM can be a transformative step in research, product innovation, or domain-specific automation. Depending on your goals, computational resources, and available data, there are two primary paths you can take: Choose Your Track First Goal Track Description 🔧 Full control, academic/research Build from Scratch You define architecture, tokenizer, train from raw text …

Pricing Paradigms: Classical Models in Equity and Derivative Markets

In the intricate world of finance, accurately pricing instruments is not merely a technical necessity—it’s the cornerstone of capital allocation, risk management, and trading strategies. Whether you’re valuing a share of stock or an exotic derivative, the choice of pricing model defines how you interpret value, risk, and return. This article offers a structured overview …