Nouamane Tazi

Machine Learning Engineer at Hugging Face

Paris, Ile-de-France
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Summary

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Nouamane Tazi is a Machine Learning Engineer with six years of experience, currently accelerating LLM training workflows at Hugging Face and authoring content for ScalingBook.ai. He blends research-grade ML expertise from CentraleSupélec and Université Paris-Saclay with hands-on MLOps and backend development, contributing to widely used benchmarks like BEIR and MTEB to improve distributed evaluation and kNN tasks. Nouamane has shipped production NLP systems and CI/CD data pipelines in industry internships, and his work often focuses on making GPU-heavy workloads more efficient and scalable. Comfortable across the ML stack, he pairs deep technical rigor with practical engineering—refactoring evaluation frameworks and enabling multi-GPU distributed runs that materially speed up model evaluation.
code6 years of coding experience
job3 years of employment as a software developer
bookMaster of Science - MS Artificial Intelligence, Master of Science - MS Artificial Intelligence at CentraleSupélec
bookAdvanced mathematics physics and engineering classes, Advanced mathematics physics and engineering classes at Alkhansaa Highschool
bookMaster of Science - MS Artificial Intelligence, Master of Science - MS Artificial Intelligence at Université Paris-Saclay
bookAdvanced mathematics physics and engineering classes (MP*), Advanced mathematics physics and engineering classes (MP*) at CPGE Moulay Youssef
languagesArabic, French, English
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9reputation
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2answers
1question
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Github Skills (24)

pytorch10
benchmark10
sentence-transformers10
python10
machine-learning10
benchmarking10
information-retrieval10
nlp10
scikit9
text-classification9
scikit-learn9
deep-learning9
natural-language-processing8
datasets8
jupyter-notebook6

Programming languages (11)

TypeScriptC++ShellCJavaScriptVueGoHTML

Github contributions (5)

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embeddings-benchmark/mteb

May 2022 - Oct 2022

MTEB: Massive Text Embedding Benchmark
Role in this project:
userBack-end Developer & ML Engineer
Contributions:67 reviews, 162 commits, 23 PRs in 5 months
Contributions summary:Nouamane implemented new tasks related to kNN classification, particularly for the Amazon MASSIVE dataset, including the creation of new files for the task definition and evaluation, and integrating it with SentenceTransformer models. The commits show substantial effort to add and integrate the kNN Classification models with specific modifications to the evaluation framework. The user's work also involved refactoring code and including the use of PyTorch in kNN classification.
bertsimilarity-searchbenchmarkretrievalbug-reporting
beir-cellar/beir

Jun 2022 - Aug 2022

A Heterogeneous Benchmark for Information Retrieval. Easy to use, evaluate your models across 15+ diverse IR datasets.
Role in this project:
userMLOps Engineer
Contributions:4 reviews, 37 commits, 4 PRs in 2 months
Contributions summary:Nouamane primarily focused on improving the efficiency and performance of the BEIR retrieval system, a benchmark for information retrieval. They addressed issues related to multi-process encoding by fixing the `chunk_size` parameter and removing redundant chunking. Further, they implemented distributed evaluation for multi-GPU setups, contributing to the system's scalability and efficiency in processing large datasets. These changes facilitated the evaluation of models across diverse IR datasets.
diversebertzero-shot-retrievalbenchmarkretrieval
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Nouamane Tazi - Machine Learning Engineer at Hugging Face