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 OpenAIAug 22, 20233Aug 22, 20233
Sean SmithinTowards Data ScienceEnhancing NPS Measurement with LLMs and Statistical InferenceCombining LLMs with Human Judgement through Prediction-Powered Inference (PPI)Mar 6Mar 6
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.Jun 15, 20236Jun 15, 20236
Sean SmithinTowards Data ScienceUplift Modeling with Cost OptimizationHow to adjust CATE to consider costs associated with your treatmentsMar 10, 2023Mar 10, 2023
Sean SmithinTowards Data ScienceBatched Bandit ProblemsMulti-Armed Bandits with Delayed RewardsFeb 17, 2023Feb 17, 2023