Jul 2717 minFine TuningThe Prompt Tuning PlaybookExplore the nuanced world of prompt tuning, from prefix paradigms to multi-task mastery in language models.
Jul 1912 minFine TuningA Comprehensive Analysis of LoRA VariantsExplore LoRA variants: DoRA, QLoRA, AdaLoRA, HyperLoRA. Fine Tune language models with advanced adaptation techniques.
Jul 1212 minFine TuningAdapter Fine-Tuning DemystifiedAdapter fine-tuning: Model customization via standard, bottleneck, or parallel adapters. Hyperformers use task-specific hypernetworks.
Jul 719 minInferenceAdvanced Decoding Techniques: Optimizing Inference in LLMsElevate your LLM inference skills! Explore contrastive search, typical sampling, and cutting-edge optimization methods.
Jul 712 minInferenceDecoding Fundamentals: Exploring Basic Inference MethodsDelve into core decoding strategies! Understand greedy decoding, beam search, and sampling techniques. Learn their strengths and use cases.
Jun 308 minTokenizationComprehensive Guide to Advanced Tokenization Techniques in NLPBPE, WordPiece, or Byte-Level? Compare tokenization methods and choose wisely. Combine techniques for optimal NLP performance.