I'm a data scientist and machine learning engineer with expertise in predictive modeling, time series analysis, and NLP. I specialize in developing end-to-end ML solutions from data preprocessing to deployment, with experience across finance, retail, healthcare, and climate domains.
- 🔭 Focused on AI/ML solutions that solve real business problems
- 🌱 Currently exploring reinforcement learning and MLOps
- 💼 Open to collaboration on innovative data science projects
- 📊 Experienced with cloud ML platforms (AWS, GCP, Azure)
- 📫 Reach me at: carlos.rodriguezacosta@gmail.com
- RiskMiner-Alpha-Discovery-MCTS - Novel alpha discovery framework using Monte Carlo Tree Search with risk-seeking policies for predictive trading signals.
- LSTM-Stock-Prediction - Comprehensive LSTM-based pipeline for 7-day-ahead stock price prediction with advanced preprocessing and evaluation metrics.
- Algo-Trading-Analysis - R-based algorithmic trading analysis with walk-forward optimization maintaining high performance (Sharpe ~7.27).
- Binance-API-Trading-Bot - High-performance async trading bot built with Sanic supporting Binance and Coinbase. Features modular strategy system, comprehensive API endpoints, and dockerized deployment.
- Telecom-Churn-Prediction - ML project to predict customer churn in the telecom industry with data drift monitoring.
- IoT-TimeSeries-Elevator-Failure-Prediction - Time series classification predicting elevator failures using IoT sensor data.
- Deep-Q-Learning - Implementation of Deep Q-Networks (DQN) for reinforcement learning on Gymnasium environments.
- Portfolio-Website - Interactive personal portfolio showcasing my data science and machine learning projects.
- X-CustomerSupport-Chatbot - NLP-powered AI tool with LangChain, FAISS, and OpenAI's GPT-3.5-turbo for Twitter/X support.
- BART-Abstract-Text-Summarization - Abstractive text summarization using BART transformer model.
- DeepVision-Tesseract-OCR-InvoiceScanner - Custom OCR system using YOLO V4 and Tesseract for automated invoice scanning.
- Climate-Visualization-Shiny-App - Shiny web app for visualizing climate data with time series analysis and anomaly detection.
- Work-Capital-Optimization-Tableau-Dashboards - Interactive Tableau dashboards for Account Payables and Receivables analysis.
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Python |
R |
JavaScript |
HTML5 |
CSS3 |
React |
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TensorFlow |
PyTorch |
scikit-learn |
NumPy |
Pandas |
Keras |
Optuna |
Hugging Face |
statsmodels |
FastAPI |
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OpenCV |
spaCy |
NLTK |
LangChain |
Matplotlib |
Seaborn |
Plotly |
Streamlit |
Shiny |
ggplot2 |
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AWS |
GCP |
Azure |
Git |
Docker |
Heroku |
Postman |
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PostgreSQL |
MongoDB |
BigQuery |
DBeaver |
Jupyter |
Colab |
Kaggle |
Tableau |
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