AI Adoption - Drive Business Value and Organizational Impact
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Overview
Syllabus
Intro: Large Language Model LLM talk
LLM Inference
LLM Training
LLM dreams
How do they work?
Finetuning into an Assistant
Summary so far
Appendix: Comparisons, Labeling docs, RLHF, Synthetic data, Leaderboard
LLM Scaling Laws
Tool Use Browser, Calculator, Interpreter, DALL-E
Multimodality Vision, Audio
Thinking, System 1/2
Self-improvement, LLM AlphaGo
LLM Customization, GPTs store
LLM OS
LLM Security Intro
Jailbreaks
Prompt Injection
Data poisoning
LLM Security conclusions
Outro
Taught by
Andrej Karpathy
Reviews
5.0 rating, based on 1 Class Central review
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This is a 1 hour general-audience introduction to Large Language Models: the core technical component behind systems like ChatGPT, Claude, and Bard. What they are, where they are headed, comparisons and analogies to present-day operating systems, and some of the security-related challenges of this new computing paradigm. I love how karpathy's breaks down complex concepts into easy manner!