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joaquinramirezg/README.md

Hi, I'm Joaquin Ramirez

Machine learning engineer and data scientist, now an MSBA candidate at UCLA Anderson ('27) in Los Angeles, headed for AI product management, product-focused data science, and forward deployed engineering.

Over the last three years I shipped production systems across HR technology, consulting, and consumer industries. Most recently I led development of Crehana's AI copilot and agentic platform (LangChain and LangGraph agents, RAG over a 1.2M+ vector corpus in Qdrant), used by 1300+ organizations and 48K+ users across Latin America. As a data scientist I built real-time fraud detection across a network of financial institutions, combinatorial optimization for contract allocation, computer vision for document intake, and retail sales forecasting.

That work is proprietary, so the case studies live on my portfolio:

joaquinramirez.dev · LinkedIn

Public here: GENIE, my undergraduate thesis on LoRA fine-tuning Falcon-7B for a Spanish-language university-regulations chatbot, and safe docs, a college platform where opening a shared document requires a live face check.

The rest are things I built to understand how they work, not to ship: a MIPS processor in Verilog assembled from CMOS gates up to a multicycle datapath, a CPU ray tracer written without a graphics API, and a graph library whose shortest-path algorithms route over a real airport network.

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  1. genie-llm-chatbot genie-llm-chatbot Public

    Undergraduate thesis (UTEC): Falcon-7B LoRA fine-tune for a Spanish-language chatbot on university regulations. Eval loss -84%, perplexity 18.5 to 1.6.

    Jupyter Notebook 1

  2. safe-docs safe-docs Public

    Safe docs: college web platform where opening a shared document requires a live webcam face check (Flask, OpenCV, dlib).

    JavaScript

  3. joaquinramirezg.github.io joaquinramirezg.github.io Public

    joaquinramirez.dev, my portfolio: case studies in GenAI agents and RAG, fraud detection, and optimization. Plain HTML, no frameworks.

    HTML 1

  4. graph-algorithms-cpp graph-algorithms-cpp Public

    Graph library in C++: Dijkstra, A*, Bellman-Ford, Floyd-Warshall, Kruskal, Prim, strongly connected components, BFS and DFS, with a JSON parser that loads a real airport network.

    C++

  5. mips-processor-verilog mips-processor-verilog Public

    A single-cycle and a multicycle MIPS processor in Verilog, built up from CMOS gates through flip-flops, state machines and an ALU. 131 modules, a testbench at every level, runs under Icarus Verilog.

    Verilog

  6. ray-tracing ray-tracing Public

    A CPU ray tracer in C++20: vector maths, ray-object intersection, mirrored surfaces and light shading, written without a graphics API.

    C++