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Daniel-Elston/README.md

Python Rust

Senior ML Engineer | MSc Data Science & AI | BSc Physics

Senior ML Engineer with 4+ years of industrial experience in Data Science, ML/DL & AI.
Python Programming for 5+ years, currently learning Rust.


Academia & Side Projects

  • DS & AI Dissertation: Developed a ML dynamic pricing solution for a major car parts distributor.
  • Physics Capstone Project: Collaborated on LHC Particle Beam Detection for CERN, earning a commendation.
  • Rust Exploration: Integrating Rust into projects to optimize system-level performance in data processing.
  • Additional Projects: Explore my repositories for GenAI, NLP, Data Engineering, Deep Learning & more.

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  1. libre-view-api-cgm libre-view-api-cgm Public

    A serverless RAG AI agent for Type1 Diabetes monitoring. Built with AWS (Lambda, DynamoDB), Groq (Llama 3), and Python for real-time alerts and contextual chat

    Python

  2. rust-for-rag-llm-agent rust-for-rag-llm-agent Public

    Utilising Rust for RAG Pipeline performance bottlenecks. Renewing old project with new Python framework

    Python

  3. rs-vs-py-performance rs-vs-py-performance Public

    Compare Rust and Python performance with Polars. Generate, process, and benchmark large datasets with thread-level parallelism.

    Rust

  4. real-time-reddit-scalable-processing real-time-reddit-scalable-processing Public

    Scaling NLP processing pipelines with Dask and PySpark, utilising Apache Kafka real-time data streaming, for optimal LLM training

    Python

  5. torchaudio-classification-pl torchaudio-classification-pl Public

    Classifying audio files (speech) with PyTorch Lightning and torchaudio

    Python

  6. CERN-LHC-particle-beam-detection CERN-LHC-particle-beam-detection Public

    (Team Lead) My final year BSc Physics project providing CERN with a statistical analysis and recommendation for a particle beam loss monitor for the LHC.

    1