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📚AI Courses4

Curated lecture series from Stanford and top universities. Each course contains multiple lectures with AI-generated summaries.

Stanford CS336: Language Modeling from Scratch
17 lectures

Stanford CS336: Language Modeling from Scratch

Stanford Online

Language models serve as the cornerstone of modern natural language processing (NLP) applications and open up a new paradigm of having a single general purpose system address a range of downstream tasks. As the field of artificial intelligence (AI), machine learning (ML), and NLP continues to grow, possessing a deep understanding of language models becomes essential for scientists and engineers alike. This course is designed to provide students with a comprehensive understanding of language models by walking them through the entire process of developing their own. Drawing inspiration from operating systems courses that create an entire operating system from scratch, we will lead students through every aspect of language model creation, including data collection and cleansing for pre-training, transformer model construction, model training, and evaluation before deployment. Course Website: https://stanford-cs336.github.io/

Advanced~22h
Stanford CS230: Deep Learning
9 lectures

Stanford CS230: Deep Learning

Stanford CS329H: Machine Learning from Human Preferences
8 lectures

Stanford CS329H: Machine Learning from Human Preferences

Stanford CME295 Transformers & LLMs
9 lectures

Stanford CME295 Transformers & LLMs