PinnedMatthew HarrisinTowards Data ScienceSome Thoughts on Operationalizing LLM ApplicationsA few personal lessons learned from developing LLM applications10 min read·Jan 27, 2024--3--3
Matthew HarrisinTowards Data ScienceA Humanitarian Crises Situation Report AI Assistant: Exploring LLMOps with Prompt FlowExploring some techniques for safe deployment of LLM solutions17 min read·Apr 1, 2024----
Matthew HarrisinTowards Data ScienceReframing LLM ‘Chat with Data’: Introducing LLM-Assisted Data RecipesA conversational data analysis pattern for increased transparency and safety with reduced costs11 min read·Jan 26, 2024--7--7
Matthew HarrisinTowards Data SciencePreparing for Climate Change with an AI AssistantSimplifying complicated data through conversation13 min read·Nov 26, 2023--3--3
Matthew HarrisinTowards Data ScienceDeveloping a Climate GPT Using NASA’s Power APICreating a climate data analysis chatbot in a few hours10 min read·Nov 20, 2023----
Matthew HarrisinTowards Data ScienceResearching a Humanitarian Disaster Situation Report Chatbot — Using GPT-4-Turbo and full-context…Exploring a Brute Force Technique for Information Retrieval16 min read·Nov 15, 2023--1--1
Matthew HarrisinTowards Data ScienceResearching a Multilingual FEMA Disaster Bot Using LangChain and GPT-4Some pros and cons of Retrieval-Augmented Generation (RAG) for high-risk chat applications54 min read·Aug 17, 2023--1--1
Matthew HarrisinTowards Data ScienceAnalyzing Humanitarian Data Unstructured Excel tables with ChatGPT Code InterpreterSome Initial Exploration with Code Interpreter10 min read·Jul 10, 2023--3--3
Matthew HarrisinTowards Data ScienceUsing GPT-3.5-Turbo and GPT-4 to Apply Text-defined Data Quality Checks on Humanitarian DatasetsApplying Large Language Model Unsupervised Classification Tasks as Part of Data Processing23 min read·Mar 29, 2023----
Matthew HarrisinTowards Data ScienceParsing Irregular Spreadsheet Tables in Humanitarian Datasets (with Some Help from GPT-3)Processing Irregular Excel Tables Without Using Hard-coded Rules26 min read·Feb 24, 2023--4--4