Saba Daftari
@sabadaftari
Data Scientist and ML Engineer with expertise in advanced modeling.
What I'm looking for
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
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
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.
Amirkabir University of Technology
Bachelor of Science, Applied Mathematics: Computer Science Specialization
Scholarships awarded for academic excellence.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Website
sabadaftari.github.ioSkills
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