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Finetuning OpenCodeInterpreter-DS-6.7B for Text-to-SQL Code Generation on a Single A100 GPU

Home Page: https://jordandeklerk.github.io

License: MIT License

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artificial-intelligence code-llms finetuning-llms llms machine-learning peft qlora open-code-interpreter

opencodeinterpreter-finetune-sql's Introduction

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Summary

I am currently pursuing a Master of Science degree in Statistics at the University of Illinois Urbana-Champaign, and will graduate in May 2024. My coursework encompasses a range of subjects within statistics and computer science, including deep learning, computer vision, and Bayesian machine learning. I also hold a Master of Science degree in Economics from the University of Wisconsin-Madison, with a specialization in applied econometrics and causal inference.

Prior to my current studies, I worked for five years as a data scientist in the healthcare industry, focusing on developing transformer models, latent variable models, causal inference models, and time series forecasting models.

Highlights

๐Ÿ“– Pursuing Master's in Statistics @ The University of Illinois Urbana-Champaign.

๐Ÿ“– Completed Master's in Economics @ The University of Wisconsin-Madison.

๐Ÿ’ป Currently building open-source projects in graph neural network community detection, computer vision image classification, and automatic speech recognition.

๐Ÿ–ฅ๏ธ Selected Open-Source Projects

Machine Learning
Title Stars Technologies
OracleCoder Stars PyTorch
OpenCodeInterpreter-DS-6.7B-Finetune Stars PyTorch
Starcoder2-3B-Finetune Stars PyTorch
Amortized Bayes Stars PyTorch
RotNet Stars PyTorch
Gaussian Image Stars PyTorch
Swin Transformer Stars PyTorch

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