Edward Atkins
Summary
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SeniorEdward Atkins is a Head of Machine Learning with 11 years of experience building production ML systems across NLP, computer vision and tabular workflows, primarily in a Python stack. He has progressed from founding machine learning and software engineering roles to leadership positions managing teams and ML strategy at companies like DealStat, BlueSuit, Berkadia and now Sandstone in New York. Edward combines hands-on pipeline and API development—deploying models for unstructured PDFs, web pages and spreadsheets—with cloud DevOps expertise on AWS to deliver reliable, scalable products. His background in economics and an MSc in Data Science give him a strong quantitative framing for business-facing ML solutions and investment-focused workflows. He has repeatedly led data annotation and transfer-learning initiatives to achieve robust performance with limited labels, and he brings a track record of shipping customer-integrated tooling such as Excel plugins and dashboards. Colleagues would describe him as a pragmatic technical leader who bridges product, engineering and data science to turn domain complexity into operational ML capabilities.
11 years of coding experience
Github Skills (119)
python10
vector-database10
deep-learning10
gpu10
llama-index10
fastai10
fine-tuning10
application10
xpdf10
pytorch10
ocr10
machine-learning10
llm10
hyperparameter-tuning9
parserator9
Programming languages (5)
Github contributions (5)
ecatkins/xpdf_python
Aug 2017 - Nov 2019
Python wrapper for xpdf
Contributions:60 commits, 43 pushes, 1 branch in 2 years 4 months
pythonxpdf
ecatkins/instabilly
Aug 2015 - Feb 2016
Contributions:174 PRs, 109 pushes, 177 branches in 5 months
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