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renansantosmendes/README.md

Renan Santos Mendes

Machine Learning Engineer | PhD in Mathematical and Computational Modeling | Post Graduation-Level Lecturer

I build production-grade AI solutions with a focus on code quality, scalability, and interpretability. I also teach graduate-level courses in ML, Deep Learning, and Generative AI.

Expertise

ML/DL (PyTorch, Scikit-learn) · Generative Models (VAEs, Transformers) · NLP & LLMs (RAG, LangChain, LangGraph) · Time Series & Anomaly Detection · MLOps (FastAPI, Docker, ONNX)

Featured Projects

  • Outlier Detection with LSTM Autoencoders — Financial time series with a full PyTorch training/validation pipeline
  • Advanced PyTorch Examples — AMP, quantization, torch.compile, ONNX export, efficient GPU usage
  • Generative AI & RAG Applications — Agents, semantic retrieval, and API integration with LangChain/LangGraph
  • Graduate-Level Teaching Materials — Code and examples for ML, Deep Learning, and Generative AI courses

(See pinned repositories for direct access.)

Contact

LinkedIn · Email

Pinned Loading

  1. pgl_utils pgl_utils Public

    Python

  2. SynapseTEA SynapseTEA Public

    Python

  3. CourseGenStudio CourseGenStudio Public

    Jupyter Notebook

  4. FinBrain FinBrain Public

    Python

  5. multi_agent_orchestrator multi_agent_orchestrator Public

    Python

  6. neuralearn_ai neuralearn_ai Public

    Python