Curriculum Vitae

Seyed MohammadHossein Hosseini Dastjae

Researcher — Theoretical Machine Learning & Generative Models

Machine-learning researcher with a B.Sc. in Computer Engineering from the University of Isfahan, working at the intersection of generative modeling, stochastic processes, density estimation, and the mathematical foundations of deep learning.

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01 Education

— 2023
B.Sc. in Computer Engineering
University of Isfahan · Isfahan, Iran
  • Thesis: a verification system built around a generative image-enhancement pipeline.
  • Undergraduate focus on statistical inference and generative modeling.
Graduate studyto add
  • Add current or prospective graduate program (institution, degree, dates) here.

02 Research Experience

2024 — present
Generative models for time-series data
Independent / collaborative research
  • Extending the score-based SDE framework of diffusion models toward time-series data (manuscript in preparation).
  • Diffusion-based meta-learning for retail forecasting (submitted to EJOR).
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  • If this research was done within a specific lab or under an advisor, add the details here.

03 Teaching

Instructor — Deep Learning with PyTorch
University of Isfahan · Online course
  • Designed and taught an end-to-end deep-learning course in PyTorch.
Teaching Assistant — Advanced Programming Concepts (Java)
University of Isfahan
  • Supported an undergraduate course on object-oriented programming and software engineering in Java.

04 Technical Skills

Programming

PythonPyTorchNumPy / SciPyJava

Machine Learning

Generative modelsDiffusion & flowsVariational inferenceGraph neural networks

Mathematics

Probability & statisticsStochastic calculusDifferential equationsTopology

05 Languages

  • Persian — native (confirm)
  • English — professional working proficiency (confirm)

06 Awards & Honors

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  • List any competition results, scholarships, or academic honors here.