CV

Education

• M.Sc. in Civil Engineering (STEM), Emphasis in Geotechnical Engineering — Universidad de Los Andes, Bogotá, Colombia, Jun. 2021
  • Thesis: “Why the Landslide Size is a Characteristic of Fractal Behavior?”
  • Advisor: PhD. Nicolás Estrada Mejía
• B.Sc. in Civil Engineering — Universidad Pontificia Bolivariana, Bucaramanga, Colombia, Dec. 2017
  • Thesis: “Waste Utilization Scheme Common Solid Points for the UPB Under the Concept of Circular Economy”
  • Advisor: PhD. Sandra Rocío Villamizar

Work experience

• AI Engineer (Contract) — RandomAI, Remote (Toronto, ON, Canada) — Jan. 2025 – Present
  • Architected a serverless e-commerce platform integrating SvelteKit, Firebase Auth, Shopify Buy SDK, and Google Cloud.
  • Built an AI image generation pipeline (Stable Diffusion/FLUX/SAM) on Replicate for custom print-on-demand.
  • Integrated Prismic + SliceMachine CMS for no-code landing pages with AI design presets.
• Machine Learning Engineer — DeepMake, Remote (USA) — Apr. 2023 – Nov. 2024
  • Led development of AI-powered VFX tools (Bisenet, GroundingDINO, Super Resolution, Stable Diffusion).
  • Deployed tools across Windows/macOS/Linux, reaching 10K+ users including Netflix, Apple, and BBC creators.
  • Built FastAPI services and trained LoRAs, deepfakes, and segmentation models with CUDA-accelerated backends.
• Software Developer / Automation Engineer — CAREL USA, Hybrid (Roswell, GA) — Jun. 2022 – Apr. 2023
  • Developed HVAC/R control systems with Structured Text PLCs and JavaScript-based HMIs.
  • Integrated IoT telemetry and performed energy forecasting and analytics using Python.

Projects

• LoRA Fine-Tuning Scheduler – PyTorch, Vue.js
  Trains and deploys fine-tuned diffusion models for content automation.

• RAG Prose Generator – Pinecone, OpenAI, FastAPI
  Combines retrieval-augmented generation with re-ranking for writing assistance.

• Interior Design Generator – SAM + Stable Diffusion
  Redesigns room images using segmentation + generative synthesis.

Skills

• Languages: Python, MATLAB, R, Swift, Bash
• AI/ML Libraries: PyTorch, TensorFlow, Scikit-learn, Keras, NumPy, OpenCV, ONNX, CUDA
• Front-End: JavaScript, HTML/CSS, Vue.js, SvelteKit, Streamlit, Gradio
• Back-End: FastAPI, Flask, Django
• DevOps & Tools: Docker, Git, Kubernetes, CI/CD, Linux/Unix
• Cloud: GCP (Vertex AI, Firebase, BigQuery), AWS (S3), Replicate, Runpod
• Database: PostgreSQL, MySQL, SQLite, Redis
• AI Topics: Diffusion models, GANs, Transformers, LLMs, LoRA, Autoencoders, SAM, OpenPose, Stable Diffusion
• NLP Tools: GPT, T5, BERT, TF-IDF, LangChain, SpaCy, NLTK
• Visualization: Seaborn, Matplotlib, Plotly, RStudio, ArcGIS, D3.js
• Design Tools: Figma, Adobe Suite, MidJourney, ComfyUI, Runway, Firefly

Service and leadership

• Mentor and contributor to AI open-source communities and VFX tool development.
• Engaged with 10K+ users through DeepMake product outreach and RandomAI community.
• Built and deployed apps for AI education, design automation, and creativity workflows.