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OscarTMa/README.md

πŸ‘‹ Hi, I'm Oscar

AI Engineer | Data Systems Architect | AWS Certified


πŸš€ About Me

I am a results-driven AI Engineer and Data Specialist bridging the gap between traditional data science and modern AI systems. My evolution from Data Science has led me to specialize in building autonomous agents, implementing Model Context Protocol (MCP), and orchestrating robust data pipelines.

I focus on creating scalable solutions that integrate:

  • Advanced AI Agents: Building interactive systems using LLMs and RAG architectures.
  • Data Engineering: Orchestrating workflows with Airflow, scripting in Linux/Bash, and optimizing complex SQL databases.
  • System Integration: Connecting data sources with AI interfaces using Streamlit and cloud infrastructure on AWS & GCP.

πŸ”§ Technologies & Tools

Here are the tools and technologies I work with:

AI & LLMs Data Engineering Core & Cloud
AI Agents πŸ€– SQL (Advanced) πŸ—„οΈ Python 🐍
MCP Implementation Apache Airflow 🌬️ AWS (S3, EC2, Lambda) ☁️
RAG Systems Linux/Bash 🐧 Docker 🐳
Streamlit πŸ‘‘ Data Warehousing Git/GitHub πŸ™

πŸ“Š Featured Projects

1. AI Agent Demo in Streamlit (SQL, Linux, Airflow)

  • Description: An interactive "Data Engineering Control Plane" built with Streamlit. This project demonstrates a comprehensive integration of technical domains, allowing users to interact with SQL schemas, simulate Linux server automation, and visualize Airflow orchestration DAGs through a unified interface.
  • Key Skills: Streamlit, Python, SQL Optimization, Bash Scripting, Airflow concepts.
  • View Project (https://github.com/OscarTMa/AI-Agents)

2. MCP: Implementation & Portfolio

  • Description: Implementation of the Model Context Protocol (MCP) to standardize how AI models interact with server-side context and data. This project showcases the ability to connect LLMs securely and efficiently with external tools and datasets.
  • Key Skills: Model Context Protocol, System Architecture, API Integration, Backend Development.
  • View Project (https://github.com/OscarTMa/Portfolio-MCP)

3. SQL Portfolio for Data Engineering

  • Description: A collection of advanced SQL projects demonstrating mastery over database management. Includes complex querying using Window Functions, CTEs, stored procedures, and performance tuning for large-scale data environments.
  • Key Skills: Advanced SQL, Query Optimization, Database Modeling.
  • View Project (https://github.com/OscarTMa/Portfolio-SQL?tab=readme-ov-file)

4. 5 AI/ML Projects Portfolio

  • Description: A curated set of five diverse Machine Learning and Artificial Intelligence projects ranging from predictive modeling to deep learning applications, solving real-world business scenarios.
  • Key Skills: Scikit-learn, TensorFlow, Predictive Modeling, Data Analysis.
  • View Project (https://github.com/OscarTMa/Portfolio-ML)

πŸ“‚ Previous Data Science Work

View Legacy Projects (EDA, A/B Testing, Time Series)

Exploratory Data Analysis (EDA) Bank Dataset

  • Technologies: Python, Pandas, Matplotlib, Seaborn
  • View Project

A/B Testing for Business Decisions

  • Technologies: Python, StatsModels, Matplotlib
  • View Project

Time Series Forecasting - Bitcoin Dataset

  • Technologies: Python, StatsModels, TensorFlow, FastAPI, Docker
  • View Project

πŸ“« How to Reach Me
πŸ“§ Email: oscartibaduiza@hotmail.com
πŸ’Ό LinkedIn: linkedin.com/in/oscartibaduiza
πŸ™ GitHub: github.com/OscarTMa


Python Streamlit Airflow Linux AWS

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  1. Portfolio-MCP Portfolio-MCP Public

    Collection of MCP servers for Claude Desktop.

    Python

  2. DeepLearning DeepLearning Public

    This repository contains various Keras datasets commonly used in computer vision and machine learning tasks

    Jupyter Notebook

  3. Portfolio-ML Portfolio-ML Public

    Jupyter Notebook

  4. 03-NLP 03-NLP Public

    Text Preprocessing/ Exploratory Data Analysis (EDA)/ Sentiment Analysis/ Topic Modeling/ Text Classification/ Word Embeddings/ Advanced NLP/ Case Studies

    Jupyter Notebook

  5. AI-Agents AI-Agents Public

    Python

  6. Portfolio-SQL Portfolio-SQL Public

    Io