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DeepRatAI/README.md
Welcome to DeepRat Repositories

Gonzalo Romero, aka 𝔇𝔢𝔢𝔭ℜ𝔞𝔱 :


ingeniero de IA especializado en IA generativa multimodal y sistemas de IA aplicada. Pasión por la ciencia desde los 6 años gracias a Carl Sagan. Amo la tecnología y la información; son los pilares de mi día a día. Programando, estudiando y experimentando desde mi primera computadora. Más de 12 años de formación continua entre cursos y certificaciones (20+), universidad y aprendizaje autodidacta.

Email Website LinkedIn GitHub

🚀 Projects

LTX Fast Video Gen
LTX Fast (ItV & PtV) — Smart ZeroGPU Inference
Optimized video generation demos (research-grade).
DeepRat implementation

View Repository
MedeX
MedeX — Advanced Medical AI Assistant
RAG + LLM clinical reasoning (educational prototype).
DeepRat implementation

View Repository
TrueEye
TrueEye — Media/News Analyzer
Detects bias, audience and manipulation in news content.
DeepRat implementation

View Repository
DeepRat Educative Lessons Hub
DeepRat Interactive Lessons — Educative Repo
Hands-on labs (e.g., YOLOv8) and future modular lessons.
Knowledge hub

View Repository

Technical Skillset


⯈ GenAI & Applied AI Systems
• LLMs: GPT, Mistral, LLaMA, Falcon, Kimi, Qwen-VL
• RAG: LangChain, LangGraph, FAISS, Chroma, Weaviate, Pinecone
• Vector DBs: Qdrant, Milvus, ChromaDB
• Agents: ReAct, AutoGPTQ, OpenAgents
• Fine-Tuning: LoRA, QLoRA, PEFT, bitsandbytes
• Formats: GGUF, llama.cpp

⚙ AI Modeling & Training
• Frameworks: PyTorch, Transformers, scikit-learn, XGBoost
• Workflows: Training pipelines, quantization, distillation, eval metrics
• Vision: OpenCV, YOLOv8, CLIP, BLIP, ViT, Stable Diffusion, SDXL

✦ NLP & Data Intelligence
• Embeddings: SentenceTransformers, Cohere, OpenAI, HF models
• Processing: spaCy, NLTK, Regex, custom pipelines
• Graph Reasoning: GraphRAG, LangGraph memory

➤ Backend Engineering
• Languages: Python (Advanced)
• APIs: FastAPI, Flask, WebSocket
• Auth & Security: JWT, OAuth2, RBAC, Multi-Tenant
• DBs: PostgreSQL, MySQL, SQLite, MongoDB
• Observability: Logging, Prometheus, Grafana

⧉ MLOps & Deployment
• Hosting: Hugging Face, Ollama, Replicate, Triton, ggml
• CI/CD: GitHub Actions, Railway, Docker Compose, Make
• Cloud: AWS, GCP
• Monitoring: LangSmith, inference logs, custom APIs

🞄 Full-Stack & UI Dev
• Frontend: Gradio, Streamlit, HTML5, CSS3, JS, TailwindCSS
• UX: Prompt UIs, streaming interfaces, agents-as-apps
• Interfaces: Jinja2, Markdown rendering

📊 Data & Analytics
• Tools: NumPy, Pandas, Seaborn, UMAP, Matplotlib
• Visualization: Embedding plots, attention maps, token analysis
• Workspaces: Jupyter, Google Colab

🛠 Development Workflow
• Versioning: Git, GitHub
• Tooling: VS Code, Notion, Make, SSH
• Documentation: Markdown, README-driven Dev


Key Strengths

✔ End-to-End AI system design: from dataset to API & UI
✔ Multimodal & RAG-based systems in production
✔ Strong blend of backend engineering, ML, and DevOps
✔ Obsessed with tooling, benchmarks, and real-world reliability


🧠 Open Knowledge Vault — Certifications & Specializations

📘 Click to expand full list

Full record available on LinkedIn: linkedin.com/in/gonzalo-romero-b9b5b4355

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  1. LTX-FastVideo-ZeroGPU_Optimized LTX-FastVideo-ZeroGPU_Optimized Public

    Advanced LTX Video generation with intelligent ZeroGPU configuration

    Python

  2. Med-X-KimiK2-RAG Med-X-KimiK2-RAG Public

    🩺 Advanced Medical AI Assistant with dual-mode analysis (Professional/Educational). Powered by Kimi K2 & RAG system. Supports 8+ medical specialties.

    Python

  3. TrueEye TrueEye Public

    Media Literacy System powered by AI - Analyze news for bias and manipulation.

    Python 1

  4. cortex-knowledge-assistant cortex-knowledge-assistant Public

    Sistema RAG empresarial con seguridad bancaria para asistentes de conocimiento corporativo

    Python