Beginner · AI modules
AI modules tagged Beginner. Use the sidebar to narrow by track.
Build Your Own Local LLM — Ollama, vLLM, llama.cpp from Scratch
Self-hosting an LLM costs less than ChatGPT Plus, runs on a gaming laptop, and gives you full data sovereignty (DPDP-compliant out of the box). This module walks through hardware requirements, three runtime choices, model selection, and the production setup checklist. By the end
Prompt Injection — Direct, Indirect, and Why It Will Not Be Patched
Prompt injection is to LLMs what SQL injection was to web apps in 2002 — except this time there is no equivalent of parameterised queries. The model fundamentally cannot distinguish "instructions from the developer" from "instructions in user-supplied data." This module covers th
AI Security 101 — Why ML Systems Break Differently
Traditional software is deterministic. ML systems are probabilistic, learn from data, and respond to natural language. That changes the entire threat model — input is no longer just bytes, training data becomes a supply-chain risk, and "vulnerabilities" can be invisible to code r
Module 1 · AI Foundations — Tokens, Context & Cost
How LLMs actually work — tokenisation, context windows, embeddings, and the cost economics every Indian practitioner needs to know.