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kofidesmondML/README.md

๐Ÿ‘‹ Hi, I'm Desmond Kofi Boateng

My name is Desmond Kofi Boateng and I am a PhD Student at Boise State University.
I am currently working on research regarding kernel methods in operator learning and neural networks used to solve parametric PDEs.

๐Ÿงญ Pronouns: cos(x) / sin(x)


๐ŸŽ“ Academic Background

  • ๐ŸŽ“ PhD in Computing, Boise State University (USA)
    Research: Kernel methods in operator learning and neural networks for parametric PDEs

  • ๐ŸŽ“ Master's in Mathematical Sciences, AIMS Rwanda
    Thesis: Comparative Analysis of Singular Value Decomposition Based Methods for Image and Video Compression
    (Completed entirely in Julia)

  • ๐ŸŽ“ Bachelor's in Mathematics, University of Ghana
    Thesis: Khovanov's Categorification of the Jones Polynomial


๐Ÿ’ผ Professional Experience

Previously, I worked as a Machine Learning Engineer at Cape Wesley Consulting, where I:

  • Built high-level web scrapers for large-scale data collection
  • Developed machine learning models for NLP text classification
  • Explored solutions using computer vision and image processing techniques

๐Ÿง  Skills & Tools

  • Languages: Python, Julia, SQL, Bash
  • ML & DL: PyTorch, scikit-learn, XGBoost, Transformers, OpenCV
  • NLP: Text classification, preprocessing, vectorization, topic modeling
  • Computer Vision: Image and video compression, OpenCV, SVD-based methods
  • Mathematics & Modeling: Linear algebra, Topology, Category theory, Operator learning, PDEs
  • Scientific Computing: Numerical PDEs, SVD, Kernel methods, Mathematical modeling
  • Data Engineering: pandas, NumPy, Spark, BeautifulSoup, Selenium
  • Cloud & DevOps: AWS (S3, Lambda, EC2), Git, Docker
  • Other: Web scraping, Data automation, Experiment tracking

๐Ÿ”ฌ Research & Technical Interests

  • Kernel methods in operator learning
  • Scientific Machine Learning (SciML)
  • Neural networks for PDEs
  • Natural Language Processing (NLP)
  • Image and video compression techniques
  • Computer Vision & Image Processing
  • Applied linear algebra and decomposition techniques
  • Scalable data pipelines & automation

๐Ÿค Looking to Collaborate On

I'm currently open to collaborations and research discussions in:

  • Neural operator learning
  • Image processing and compression techniques
  • Scientific deep learning projects
  • SVD-based or matrix decomposition approaches in ML

๐Ÿงพ Papers I'm Currently Reading


โšก Fun Facts About Me

  • ๐Ÿšด I enjoy biking โ€” I once completed a 30-mile ride in 3 hours (not the fastest yet, but Iโ€™m improving!)
  • ๐Ÿง— I love climbing at my local indoor climbing gym
  • ๐Ÿณ Cooking is one of my favorite ways to unwind and be creative
  • ๐Ÿ› ๏ธ I'm always working to balance technical growth with personal wellness and exploration

๐Ÿ“Š GitHub Stats

Desmond's GitHub Stats

Top Languages


๐Ÿ“ซ Get in Touch

โ€œPerfect is a veil for not doing. -Gary Vaynerchukโ€

Pinned Loading

  1. FakeNewsDetection FakeNewsDetection Public

    This is a public repo we are using for the development of a FakeNews Detection classifier using both news context and the social network features

    Jupyter Notebook 1 1

  2. Ghana-Forest-Cover- Ghana-Forest-Cover- Public

    Jupyter Notebook

  3. imagecompression-svd imagecompression-svd Public

    Python

  4. AmishaDahal/Student-Depression AmishaDahal/Student-Depression Public

    Python

  5. blis blis Public

    Forked from KrishnaswamyLab/blis

    Accompanying code for the AISTATS 2024 paper BLIS-Net: Classifying and Analyzing Signals on Graphs

    Jupyter Notebook

  6. NNMF NNMF Public

    This is repo to apply for non-negative matrix factorization as applied to image processing tehcniques.

    Jupyter Notebook