Course curriculum

  • 1

    Tutorials

    • Materials for the GenAI Breakthrough: Fast, High Quality Tabular Data Synthetization Workshop

    • GenAI Breakthrough: Fast, High Quality Tabular Data Synthetization

    • Materials for the Distributed Hyperparameter Tuning: Finding the Right Model can be Fast and Fun Workshop

    • Distributed Hyperparameter Tuning: Finding the Right Model can be Fast and Fun

    • Unifying ML With One Line of Code

    • Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training
  • 2

    Talks

    • A Semi-Supervised Anomaly Detection System Through Ensemble Stacking Algorithm

    • ML on-device: Building Efficient Models

    • Evolving Trends in Prompt Engineering for Large Language Models (LLMs) with Built-in Responsible AI Practices

    • Applied Reinforcement Learning for Online Ads/Recommender

    • From Probabilistic Logics to Neurosymbolic AI

    • Why GPU Clusters Don't Need to Go Brrr? Leverage Compound Sparsity to Achieve the Fastest Inference Performance on CPUs

    • Text and Code Embeddings

    • Building Robust Graph Embeddings for Massive Real World Graphs

    • The 10 Ways Machine Learning Systems Can Fail and How to Avoid Them