Mustafa Bal

Co-Founder CEO at NomadicML

San Francisco, California, United States
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Summary

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Rockstar
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Top School
Mustafa Bal is a founder and CEO with 10 years of experience building and optimizing production-grade ML and infrastructure systems, currently leading NomadicML (Pear VC-backed) out of San Francisco to commercialize MLOps for compound AI systems. He previously drove applied ML and platform engineering at Snowflake and accelerated large models (GPT-2/3, Dino) and enterprise PyTorch/ML.NET experiences at Microsoft, focusing on model performance, cost governance, and containerized ML services. An active open-source contributor, he added categorical PredictedLabel support and improved image-classification/TensorFlow integration in the widely used dotnet/machinelearning repo, demonstrating cross-stack fluency in C#, TensorFlow, and PyTorch. A Harvard AB in Computer Science and Linguistics whose thesis won regional recognition, he blends linguistics-informed NLP research with pragmatic MLOps to maximize AI ROI.
code10 years of coding experience
job7 years of employment as a software developer
bookAB, Computer Science and Linguistics, AB, Computer Science and Linguistics at Harvard University
bookThomas Jefferson High School for Science and Technology
languagesEnglish, Turkish, French, Arabic, Chinese
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Github Skills (13)

net10
tensorflow210
machine-learning10
dotnet10
tensorflow10
ml-dotnet10
csharp10
mlnet10
ml-net10
aspnet10
dotnet-core10
image-classification10
algorithms9

Programming languages (10)

C#PowerShellDockerfileC++ShellRustBatchfileJavaScript

Github contributions (5)

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dotnet/machinelearning

Oct 2019 - Dec 2020

ML.NET is an open source and cross-platform machine learning framework for .NET.
Role in this project:
userML Engineer
Contributions:32 reviews, 56 commits, 180 PRs in 1 year 2 months
Contributions summary:Mustafa primarily contributed to the `dotnet/machinelearning` repository by implementing categorical value support for the `PredictedLabel` within the Image Classification Transfer Learning example. Their work included modifications to the estimator pipeline for `KeyDataViewType` bindings, output column type changes, and the addition of tests for the Prediction Engine. Furthermore, they addressed issues related to annotations within the `IEstimator.cs` file and updated code related to image classification transforms, showcasing proficiency in TensorFlow model integration and model evaluation.
machine-learning-platformdotnetml-netmachine-learningcsharp
mstfbl/NimbusML

Oct 2019 - Feb 2020

Python machine learning package providing simple interoperability between ML.NET and scikit-learn components.
Contributions:165 commits, 270 pushes, 40 branches in 4 months
pythonml-netdata-scienceinteroperabilitymachine-learning
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