I'm a Robotics Engineer specialized in Data Science and Artificial Intelligence. I thrive on solving complex problems by developing innovative and scalable solutions. My expertise includes:
- Machine Learning (ML) and Deep Learning (DL)
- Data Analysis, Visualization, and MLOps
- Robotics Systems (ROS2, SolidWorks)
- Advanced Python Programming
Currently, I’m exploring MLOps pipelines, data versioning with DVC, and model tracking with MLflow to enhance workflow reproducibility and scalability. And I never forget Robotics XD, so I'm learning some Assembler, RealTime OS in ARM and Bluetooth Low Energy
- Developed a prosthetic hand controlled using Machine Learning and EMG sensor data.
- Implemented feature extraction with wave functions for data sampling from the EMG sensor.
- Processed the data in a neural network using Python to calculate weights and biases, later deployed as tensors in the ESP32 microcontroller.
- Designed and programmed a rover robot using data from an accelerometer and gyroscope sensor.
- Trained a simple machine learning algorithm in Python to calculate weights and biases for deployment on the microcontroller.
- Enabled the robot to perform autonomous tasks with real-time sensor input.
- Boosted ROI confidence from 1.2% to 6.3% using statistical bootstrapping.
- Conducted data exploration and built predictive models for investment decision-making.
- Managed data versioning with DVC for workflow reproducibility.
- Improved model accuracy by 12% through feature engineering and text preprocessing.
- Utilized MLflow for model tracking and performance analysis.
- Implemented web scraping with BeautifulSoup to enhance dataset quality.
- Designed AI agents using Q-learning and deep neural networks for gameplay optimization.
- Simulated training environments to improve agent performance by 15%.
- Advanced MLOps workflows and pipeline automation.
- Cutting-edge techniques in Natural Language Processing (NLP).
- Enhancing scalability through distributed systems.
- LinkedIn: gabrielsanchez
- Email: Gabriel.SF_RoboticsEngineeringMX@outlook.com