SciFM Summer School 2024 Tutorial 2: Tokenization Omics Chemical Data Training Tokenizers Byte Pair Encoding tokenization Tutorial 3: Model Architectures GenSLM Vision Transformer Diffusion Models Poseidon: Efficient Models for PDEs NeuralOperators Neural Scaling Laws Tutorial 4 Retrieval Augmented Generation Fine-Tuning and Preferences Tutorial 5: Programming Novel AI Accelerators for Scientific Computing Slides, tutorials, and code for the session are available on ALCF's repo linked above. Tutorials for the accelerators in the ALCF AI Testbed are below: LLMs on Polaris Cerebras SambaNova Graphcore Groq NVIDIA Tutorial 6: Advanced Privacy-Preserving Federated Learning Framework