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The life snake
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The life snake
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BayesTheory/README.md

Rian Ferreira 🧠📊

AI/ML Developer • Statistician & MSc IA Student • Computer Science Technician

🎯 Precision, performance, and a dash of aesthetic | 🧪 Data & Automation enthusiast | 🤖 Vision and Language

🔧 Developer Profile Snapshot

  • 🔍 Focus: AI/ML • Data Automation • Bayesian Modeling • Probabilistic Programming
  • 📚 Current Stack: Python, R, C, TensorFlow, Docker, SQL
  • 🧠 Learning: MLOps • FullCycle IA • Cloud Pipelines
  • 🌐 Contributions: GitHub, LAMCE/UFRJ, Open Data Projects, UFRJ Community

🌌 Skill Set Highlights

PyTorch Python TensorFlow R Docker

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  1. Eolica-Scada-Test Eolica-Scada-Test Public

    Um pipeline MLOps completo para monitoramento de turbinas eólicas, com detecção de anomalias (LSTM Autoencoder), previsão de potência (XGBoost) e uma interface de IA conversacional com Gemini.

    Jupyter Notebook

  2. SpatioTemporal-Wind-Forecasting SpatioTemporal-Wind-Forecasting Public

    An advanced Deep Learning pipeline for spatio-temporal wind speed forecasting using ConvLSTM, PredRNN, and state-of-the-art Transformer models (PredFormer).

    Python

  3. GPT2-Mod-Arch GPT2-Mod-Arch Public

    Uma modernização do nanoGPT(GPT2) de Karpathy com arquitetura de LLMs de última geração (RoPE, GQA, SwiGLU, FlashAttention) em PyTorch.

    Python

  4. Vehicle-Color-Detector Vehicle-Color-Detector Public

    Intelligent Vehicle Detection, Tracking & Color Classification - Supports 10 vehicle colors with 90%+ accuracy

    Python