Artificial Intelligence & Generative AI (Class 8)
Master Large Language Models (LLMs), Prompt Engineering, Tokens & Context, Hallucination Verification, Diffusion Models, Deepfakes, Generative Use Cases, and Responsible AI in Class 8!
Course Chapters & Learning Modules
Total 10 interactive modules with guided checkpoint challenges.
Module 1 — LLM Basics
Understand large language models (LLMs), pre-training and instruction tuning, token prediction mechanisms, and how LLMs differ from search engines.
Module 2 — Prompt Engineering
Learn to design effective prompts: assign roles, supply context, establish constraints, specify output formats, and iterate through feedback loops.
Module 3 — Tokens and Context
Explore tokenization, token vs word math, context windows, token limits, attention degradation, and strategies for long inputs.
Module 4 — Hallucinations
Identify and understand AI hallucinations: why models invent facts, warning signs of confabulation, and rigorous multi-source verification strategies.
Module 5 — Diffusion Models
Understand generative image creation: forward noise diffusion, reverse denoising, text-to-image prompts, image-to-image, inpainting, and ethical considerations.
Module 6 — Deepfakes and Detection
Analyze synthetic media and deepfakes: face swaps, voice cloning, disinformation risks, forensic detection clues, and verification protocols.
Module 7 — Generative AI Use Cases
Classify AI applications into creating, transforming, organizing, and assisting; evaluate risk profiles; and implement human-in-the-loop workflows.
Module 8 — Responsible AI
Explore ethical AI principles: privacy protection, consent, fairness, bias mitigation, transparency, accountability, and safety governance.
Module 9 — Mini AI Demo
Design and conduct a scientific AI experiment: compare baseline vs engineered prompts, establish evaluation rubrics, record limitations, and present findings.
Module 10 — Combined Revision & Test
Synthesize LLMs, prompt engineering, tokens, context windows, hallucinations, diffusion, deepfakes, and responsible governance, and complete the 10-question Checkpoint Quiz.
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