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mdelrosa/README.md

Hi there πŸ‘‹

I'm Mason (he/him)! I am a PhD in applied machine learning working as a Founding Machine Learning Engineer at Okareo.

Most of my GitHub activity for 2022-23 is visible at @masondelro.

πŸ”­ I’m currently working on ...

  • A set of Python tutorials on how to implement ML explainability/fairness methods from scratch.
  • A portfolio of data science projects to refresh my data cleaning/ML skills. Includes the following projects:
    • Tweet sentiment classification with BERT and fine-tuned GPT-3.5

πŸ‘€ Stuff I've worked on

πŸ”Ž Ranking/recommendation model support in TruEra Diagnostics.

See the Colab notebook I wrote for this functionality here: Open In Colab

  • Python (AI service, SDK)
  • Java (Data ingestion, data querying (Trino/SQL))
  • Jupyter Notebook (demo notebook, debugging/prototyping)

πŸ“± Efficient Deep Learning for Massive MIMO Channel State Estimation

My doctoral dissertation. Investigated techniques from statistical machine learning and deep learning to improve compressive CSI estimation in 5G networks.

πŸ—£ LPC Vocoder

An implementation of a speech vocoder/synthesizer for a graduate course in Digital Signal Processing. Check it out here (mdelrosa/eec201_final_project).

  • Octave (vocoder implementation)
  • LaTeX (typesetting report)

Popular repositories Loading

  1. quadriga-brat quadriga-brat Public

    BRAT Lab files for generating CSI datasets with QuaDRiGa channel model

    MATLAB 17 7

  2. csinet-lstm csinet-lstm Public

    Reproduction of CsiNet-LSTM

    Python 11 6

  3. wireless-ml wireless-ml Public

    Research on machine learning in wireless communications.

    Jupyter Notebook 7 4

  4. tinderStudy tinderStudy Public

    Tinder case study for Fall 2014 Bayesian

    Python 4 5

  5. latex101 latex101 Public

    Repository for LaTeX101 workshop (UC Davis GradPathways 2021-22)

    TeX 4

  6. Bi-Directional-Channel-Reciprocity Bi-Directional-Channel-Reciprocity Public

    Python code and related materials for DualNet and U2D

    Jupyter Notebook 3 2