Senior Research Associate And Software Engineer
CurrentDeveloping AI Tools for assist with transmitting our research (ChatTPI) and understanding the BEAD program (ChatBEAD). Programming tpibroadband.com, our Broadband Mapping tool used by hundreds of users a month. ChatTPI and ChatBEADCreated vector database of TPI's research and blog posts using Chroma, and a pipeline to make adding additional data easy.Working to develop a frontend that interfaces with the GPT-3 API to create a chatbot that can answer questions about our work, and… Show more Developing AI Tools for assist with transmitting our research (ChatTPI) and understanding the BEAD program (ChatBEAD). Programming tpibroadband.com, our Broadband Mapping tool used by hundreds of users a month. ChatTPI and ChatBEADCreated vector database of TPI's research and blog posts using Chroma, and a pipeline to make adding additional data easy.Working to develop a frontend that interfaces with the GPT-3 API to create a chatbot that can answer questions about our work, and policy options, with reduced hallucinations via the vector database using the Retrieval Augmented Generation pattern.Implemented Hypothetical Document Embeddings to improve retrieval.Organized state BEAD plans and created vector database and traditional search engine for them, including implementing hybrid search using Numpy.ChatBEAD was featured in CommunicationsDaily. ChatTPI was mentioned in The Wall Street Journal. ChatTPI appeared as a good use of AI at a talk at a convention of state legislators. Both are being used regularly.TPI Broadband:Continued to make improvements and expand data available.Utilized Docker, Google Cloud Run, Pandas, and Statsmodels to build a service that calculates correlation and OLS regression results, improving data analysis capabilities.Demonstrated adaptability and continuous learning by expanding technical skillset as needed, managing Google Cloud budget and cutting costs multiple times as app grew, and reducing cold start times by 25 secsUsed data from map to compile report on the state of broadband for the State of Florida to help qualify for moneyunder ARPA and IIJAParticipated in user discussions and sales meetings with governments, industry groups, businesses, and academic to pitch the map and get feedbackHired and managed five summer interns who assisted with the addition of new data to the map, improvements to the UI, and other tasks.Continue to write Research Roundups and assist with economic research going on at TPI. Show less