LLM Workshops

From semantic embeddings to custom pipelines

• Workshop 1: Understanding Embeddings
  Visualize word embeddings in 2D space
  word embeddings
• Workshop 2: Cemantle
  Play with the embeddings in a word-guessing game
  embeddings, game, cosim
• Workshop 3: Word2Vec
  Train a small language model embedder
  CBOW, skip-gram
• Workshop 4: Tokenization
  Understand how LLMs split text into tokens
  BPE, tiktoken, subwords
• Workshop 5: LLM Playground
  Experiment with temperature and compare different models
  temperature, model comparison, API
• Workshop 6: Data processing
  Use emerging behaviors to create a data processing pipeline
  prompting, json
• Workshop 7: LangFlow
  Building a augmented search engine with LangFlow
  no-code, chains, RAG