About Me

I am a Data Scientist and ML-AI Engineer with a strong foundation in statistics, programming, and data analysis. My expertise spans the development and deployment of advanced machine learning models, including deep learning, natural language processing, and computer vision solutions.

I am passionate about leveraging data-driven approaches to solve real-world problems and deliver impactful results. My focus is on building robust, scalable, and innovative AI systems that drive business value and support informed decision-making. I am committed to continuous learning and staying at the forefront of emerging technologies in the field of artificial intelligence.

What I'm Doing

  • Deep Learning icon

    Deep Learning

    Developing and fine-tuning deep learning models, including LLMs, to solve complex problems and power AI applications.

  • Generative AI icon

    Generative AI

    Creating generative AI solutions for text, audio, and images, enabling automation, content generation, and workflow optimization.

  • Agents icon

    Agents

    Designing, building, and deploying autonomous agents for workflow automation, orchestration, and decision support across language, vision, and audio tasks.

  • NLP icon

    Natural Language Processing

    Building and optimizing NLP models to analyze and understand human language, including chatbots and text analytics.

  • Computer Vision icon

    Computer Vision

    Designing and implementing computer vision algorithms for tasks like object detection, image classification, and video analysis.

  • Statistics icon

    Statistics & Data Analysis

    Applying statistical methods and data analysis to extract insights, support decision-making, and validate machine learning models.

  • Machine Learning icon

    Machine Learning

    Understanding and applying core ML concepts, including supervised and unsupervised learning, model evaluation, and deployment.

Resume

Experience

  1. Teaching Assistant

    Javeriana University
    January 2023 — June 2024

    Assisted professors with course management and provided programming support to students by resolving their doubts and clarifying concepts.

  2. ML-AI Engineer

    IBM
    January 2025 — Present
    • Building and deploying advanced AI solutions, including the development of a production-ready chatbot using LangChain, integrating memory, tools, and FastAPI endpoints for seamless user interaction.
    • Leveraging high-performance computing clusters with NVIDIA GPUs to accelerate inference and training of open-source models from Hugging Face, focusing on NLP and ML tasks that benefit from parallelization and GPU optimization.
    • Responsible for designing scalable architectures, managing model deployment pipelines, and collaborating with cross-functional teams to deliver robust AI-driven applications.
    • Gained hands-on experience in optimizing model performance, handling large-scale data, and implementing best practices for MLOps in enterprise environments.
  3. Personal Projects

    Ongoing

    Working on various data science and machine learning projects involving data preprocessing, model training, and deployment.

Education

  1. Bachelor’s Degree in Data Science

    Javeriana University
    2022 — 2025

    Degree in Data Science with a strong emphasis on statistics, complemented by programming skills and data analysis techniques.

  2. Master’s Degree in Artificial Intelligence

    Javeriana University
    2025 — 2026

    Currently pursuing a master's degree focused on advanced artificial intelligence, machine learning, and deep learning methodologies.

  3. Online Learning Platforms

    Ongoing

    Learning from YouTube, freeCodeCamp, Coursera, and platforms such as GCP, Azure, and AWS to enhance my skills in data science and cloud technologies.

Certifications

  1. IBM Machine Learning Specialist - Advanced

    IBM

    Advanced certification in machine learning, covering model development, evaluation, and deployment using IBM tools and platforms.
    View Credential

  2. Fundamentals of Accelerated Computing with CUDA Python

    NVIDIA

    Completed coursework on accelerated computing concepts and GPU programming with CUDA Python.
    View Credential

  3. Machine Learning Specialization

    Stanford University - DeepLearning.AI

    Specialization covering supervised, unsupervised, and deep learning, taught by Andrew Ng and DeepLearning.AI.
    View Credential

  4. TensorFlow Developer Certificate

    TensorFlow Certificate Program

    Certified TensorFlow Developer with experience in building and deploying machine learning models.
    View Credential

  5. Hugging Face Agents Course

    Hugging Face

    Completed Hugging Face Agents course, focusing on building and deploying AI agents using Hugging Face tools.
    View Certificate (PDF)

My Skills

  • Generative AI

    • LLMs
    • VLMs
    • Image generation (GANs, diffusion: SD, DDPMs)
    • Text-to-audio & audio-to-text
    • Fine-tuning (LLaMA-Factory, Unsloth, PEFT)
    • Prompt engineering
    • RAG
    • LangChain
  • NLP

    • Embeddings
    • Text classification
    • NER (Named Entity Recognition)
    • Information extraction
    • Summarization
    • Translation
    • Question answering
    • Chatbots
  • Data Science

    • Data visualization
    • Feature engineering
    • EDA
    • Statistical modeling
    • Data cleaning & preprocessing
    • Hypothesis testing
    • Time series analysis
    • Experiment design
  • MLOps & Deployment

    • CI/CD
    • APIs
    • Docker
    • Model monitoring
    • Versioning
    • Pipeline automation
    • Model evaluation
    • ETL
  • Cloud (Learning)

    • GCP
    • Azure
    • AWS
    • Cloud ML workflows
    • Cloud storage
    • Data management
  • High Performance Computing (HPC)

    • NVIDIA GPUs
    • Distributed training
    • Parallel computing
    • Cluster management