PinnedSean SmithinTowards Data ScienceParameter-Efficient Fine-Tuning (PEFT) for LLMs: A Comprehensive IntroductionA conceptual survey of PEFT methods used by Hugging Face, Google’s Vertex AI, and eventually OpenAI·19 min read·Aug 22, 2023--3--3
Sean SmithinTowards Data ScienceEnhancing NPS Measurement with LLMs and Statistical InferenceCombining LLMs with Human Judgement through Prediction-Powered Inference (PPI)8 min read·Mar 6, 2024----
Sean SmithinTowards Data ScienceThinking about fine-tuning an LLM? Here’s 3 considerations before you get startedOrganization specific LLMs are a big request for many Data Science teams, here’s 3 ideas to help ensure you invest your resources wisely.·11 min read·Jun 15, 2023--6--6
Sean SmithinTowards Data ScienceUplift Modeling with Cost OptimizationHow to adjust CATE to consider costs associated with your treatments13 min read·Mar 10, 2023----
Sean SmithinTowards Data ScienceBatched Bandit ProblemsMulti-Armed Bandits with Delayed Rewards11 min read·Feb 17, 2023----