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Matthew Harris

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Matthew Harris
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Towards Data Science

Some Thoughts on Operationalizing LLM Applications

A few personal lessons learned from developing LLM applications

10 min readJan 27, 2024

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Some Thoughts on Operationalizing LLM Applications

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Matthew Harris
in
Towards Data Science

A Humanitarian Crises Situation Report AI Assistant: Exploring LLMOps with Prompt Flow

Exploring some techniques for safe deployment of LLM solutions

17 min readApr 1, 2024

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A Humanitarian Crises Situation Report AI Assistant: Exploring LLMOps with Prompt Flow

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Matthew Harris
in
Towards Data Science

Reframing LLM ‘Chat with Data’: Introducing LLM-Assisted Data Recipes

A conversational data analysis pattern for increased transparency and safety with reduced costs

11 min readJan 26, 2024

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Reframing LLM ‘Chat with Data’: Introducing LLM-Assisted Data Recipes

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Matthew Harris
in
Towards Data Science

Preparing for Climate Change with an AI Assistant

Simplifying complicated data through conversation

13 min readNov 26, 2023

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Preparing for Climate Change with an AI Assistant

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Matthew Harris
in
Towards Data Science

Developing a Climate GPT Using NASA’s Power API

Creating a climate data analysis chatbot in a few hours

10 min readNov 20, 2023

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Developing a Climate GPT Using NASA’s Power API

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Matthew Harris
in
Towards Data Science

Researching a Humanitarian Disaster Situation Report Chatbot — Using GPT-4-Turbo and full-context…

Exploring a Brute Force Technique for Information Retrieval

16 min readNov 15, 2023

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Researching a Humanitarian Disaster Situation Report Chatbot — Using GPT-4-Turbo and full-context…

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Matthew Harris
in
Towards Data Science

Researching a Multilingual FEMA Disaster Bot Using LangChain and GPT-4

Some pros and cons of Retrieval-Augmented Generation (RAG) for high-risk chat applications

54 min readAug 17, 2023

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Researching a Multilingual FEMA Disaster Bot Using LangChain and GPT-4

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Matthew Harris
in
Towards Data Science

Analyzing Humanitarian Data Unstructured Excel tables with ChatGPT Code Interpreter

Some Initial Exploration with Code Interpreter

10 min readJul 10, 2023

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Analyzing Humanitarian Data Unstructured Excel tables with ChatGPT Code Interpreter

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Matthew Harris
in
Towards Data Science

Using GPT-3.5-Turbo and GPT-4 to Apply Text-defined Data Quality Checks on Humanitarian Datasets

Applying Large Language Model Unsupervised Classification Tasks as Part of Data Processing

23 min readMar 29, 2023

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Using GPT-3.5-Turbo and GPT-4 to Apply Text-defined Data Quality Checks on Humanitarian Datasets

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Matthew Harris
in
Towards Data Science

Parsing Irregular Spreadsheet Tables in Humanitarian Datasets (with Some Help from GPT-3)

Processing Irregular Excel Tables Without Using Hard-coded Rules

26 min readFeb 24, 2023

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Parsing Irregular Spreadsheet Tables in Humanitarian Datasets (with Some Help from GPT-3)

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Matthew Harris

Matthew Harris

Matt is the Head of Data Science at DataKind, helping social sector organizations harness the power of data science and AI in the service of humanity.

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