MODULE 00 Introductory / Strategic The Big Picture: From Logic to Generative Agents An executive and strategic overview of the AI revolution. We move from...
MODULE 01 Foundational / Technical Attention Is All You Need: Transformers Architecture The foundational neural network design behind Large Language Models (LLMs). This module dissects...
MODULE 02 Foundational / Technical The Geometry of Meaning: Tokenization & Vector Spaces Before a machine can think, it must convert language into numbers. This...
MODULE 03 Technical / Architectural Encoder vs. Decoder: Choosing the Right Engine Not all Transformers are created equal. This module demystifies the architectural divergence between...
MODULE 04 Intermediate / Systems Data Retrieval Systems: Building External Memory Large Language Models have a knowledge cutoff. This module shifts focus from model architecture...
MODULE 05 Practical / Implementation The Art of Constraints: Advanced Prompt Engineering Prompt Engineering is not magic; it is the rigorous art of constraining the...
MODULE 06 Deep Dive / Masterclass Autonomous Agents: The Complete Orchestration Guide The frontier of AI Engineering. We move beyond linear chains to architect Cyclic...
Maturity models, NYC Taxi Dataset overview, and environment setup for production ML.
Deep dive into MLflow: tracking experiments, registering models, and versioning.
Automating ML workflows with Prefect and Mage for robust data pipelines.
Building robust Natural Language Understanding engines. From Slot Filling to multi-intent classification.
Decoding strategies, temperature control, and Nucleus Sampling in Autoregressive models.
Structural and Creational patterns adapted for modern asynchronous development.
Solving complex challenges: from string validators to advanced ITA-based complexity analysis.
Order of functions, recursive algorithms, and elementary structures.
Sorting, pattern searching, and graph traversals.
Lexical and syntactic analysis for virtual machines.
Knowledge grows when shared. This page serves as a “living document” of my studies.
“We are standing on the shoulders of giants. This is my way of adding a small step to the ladder.”