Saba DaftariSD
Open to opportunities

Saba Daftari

@sabadaftari

Data Scientist and ML Engineer with expertise in advanced modeling.

United States

What I'm looking for

I am looking for a role that fosters innovation, collaboration, and ethical AI practices.

I am a dedicated Data Scientist and Machine Learning Engineer with a strong background in optimizing data pipelines and developing advanced machine learning models. At Simmunome Inc., I successfully designed and parallelized data pre-processing ETLs for omics datasets, improving processing speed by 40% and significantly reducing out-of-memory issues. My work with deep neural networks, particularly using Graph Attention Networks and Graph Convolutional Networks, led to a remarkable 28% improvement in model performance through rigorous architecture validation and hyperparameter tuning.

My academic journey includes a Master’s degree in Data Science and Machine Learning from HEC Montréal, where I was awarded a Research Training Award. My thesis focused on Genetic Algorithms for CNN architecture design, showcasing my commitment to innovative solutions in machine learning. I am passionate about ethical AI and have implemented privacy and fairness considerations in my projects, ensuring responsible use of technology. I thrive in collaborative environments, having mentored interns and worked alongside biologists and software engineers to enhance project efficiency and readiness.

Experience

Work history, roles, and key accomplishments

SI

Machine Learning Engineer

Simmunome Inc.

Oct 2021 - May 2024 (2 years 7 months)

As a Machine Learning Engineer at Simmunome Inc., I optimized data pipelines for omics datasets, developed advanced link prediction models, and enhanced protein-protein interaction models. I also focused on ethical AI practices and mentored interns, leading to improved project efficiency.

Education

Degrees, certifications, and relevant coursework

HM

HEC Montréal

Master of Science, Data Science and Machine Learning

Fully funded full-time research student with a Research Training Award from Mitacs Canada. Thesis: A Study on Genetic Algorithm for CNN Architecture Design: A Variant with Diverse Solution Set.

AT

Amirkabir University of Technology

Bachelor of Science, Applied Mathematics: Computer Science Specialization

Scholarships awarded for academic excellence.

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