mdelrosa/arcreactor

Some sweet EchoNest nonsense

Hi there 👋

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.

🔭 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

👀 Stuff I've worked on

🔎 Ranking/recommendation model support in TruEra Diagnostics.

See the Colab notebook I wrote for this functionality here:

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

📱 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.

• (reproducing experiments; training/evaluating ML/DL models)
• (typesetting; see here mdelrosa/PhD_Thesis_MDR)

🗣 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).

• (vocoder implementation)
• (typesetting report)