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jordandeklerk/README.md

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Summary

Having recently graduated with a Master of Science degree in Statistics from the University of Illinois Urbana-Champaign in May 2024, I have developed a robust foundation in various statistical and computer science disciplines, including deep learning, computer vision, and Bayesian machine learning. Additionally, I hold a Master of Science degree in Economics from the University of Wisconsin-Madison, where I specialized in applied econometrics and causal inference.

Before my recent academic pursuits, I accumulated five years of experience 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

📖 Completed Master's in Statistics @ The University of Illinois Urbana-Champaign.

📖 Completed Master's in Economics @ The University of Wisconsin-Madison.

💻 Currently building open-source projects in graph transformer models, LLMs, causal models, and time-series forecasting.

🖥️ Selected Open-Source Projects

Machine Learning
Title Stars Technologies
EHR-BERT Stars PyTorch
Amortized Bayes Stars PyTorch
OpenCodeInterpreter-DS-6.7B-Finetune Stars PyTorch
Swin Transformer Stars PyTorch
Starcoder2-3B-Finetune Stars PyTorch

Pinned

  1. EHR-BERT EHR-BERT Public

    BERT style transformer model on CMS synthetic EHR data for diagnosis and procedure prediction in PyTorch.

    Python

  2. Amortized-Bayes Amortized-Bayes Public

    Implementing Bayesian neural networks to minimize the amortization gap in VAEs, investigating their potential to approximate the optimal solution to the amortization interpolation problem in PyTorch.

    Jupyter Notebook

  3. OpenCodeInterpreter-Finetune-SQL OpenCodeInterpreter-Finetune-SQL Public

    Finetuning coding LLM OpenCodeInterpreter-DS-6.7B for Text-to-SQL Code Generation on a Single A100 GPU in PyTorch.

    Jupyter Notebook 1

  4. SwinViT SwinViT Public

    Implementing a Swin Transformer model in PyTorch on CIFAR-10

    Python 2

  5. Conformer Conformer Public

    Implementing automatic speech recognition Conformer in PyTorch on Librispeech-100

    Python 2