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CristianLazoQuispe/ReadMe.md

Hi I'm Cristian Lazo Quispe

Research Student in Medical AI | AI Technical Lead

Research student at Kyoto University passionate about medical imaging, with strong mathematical foundations and advanced programming skills. I combine research experience in unsupervised anomaly detection for brain MRI with 5+ years of industry experience deploying ML systems in production environments.

🏆 Recent Achievements

  • 🥇 Top 7% WiDS Datathon 2025 (1k+ participants)
  • 🥇 1st Place - Ferreyros Forecasting Datathon 2024
  • 🥈 2nd Place - Marine Audio Recognition Datathon 2022
  • 🥇 Top 3% WiDS Datathon 2022 (10k+ participants)

📚 Current Research & Publications

Under Review:

  • SignERT: An Efficient Pretraining-Free Pose-Based Transformer for Sign Language Recognition (WACV 2026)

Accepted/Published:

  • Cascaded Coarse-to-Fine Segmentation for Hippocampal Structures (RISE Challenge @ MICCAI 2025)
  • Robust Multi-Label Classification of MRI Artifacts via View-Conditional Dual-Task Learning (LISA Challenge @ MICCAI 2025)
  • WholeBodyPose: Unified End-to-End Framework for Sign Language Recognition (ICMV 2025)
  • Real-Time Face Tracking and Vector Databases for Scalable Face Recognition (TechDev 2025)

🛠️ Technical Skills

Medical AI & Computer Vision

PyTorch OpenCV Monai

Specializations: Medical Image Analysis (MRI, X-Ray, CT), Pose Estimation, Anomaly Detection, 3D Reconstruction, Semantic Segmentation

Medical Imaging Tools: 3D Slicer, MITK, MeshLab

ML/AI Development

Python C++ R

Frameworks: Scikit-learn, HuggingFace, MLFlow, Transformers

MLOps & Cloud

Docker Kubernetes GCP AWS Azure

Tools: GitHub Actions, Databricks, Remote HPC, Multi-GPU Training

Embedded AI

Platforms: Jetson Nano, Triton, ONNX, Raspberry Pi 4, ESP32

🗂️ Featured Projects

🧬 Medical Imaging Research

Repository Description Tech Stack
rise-miccai-challenge2025 Hippocampal segmentation in low-field neonatal MRI PyTorch, MONAI
lisa-challenge2025-task1 Multi-label MRI artifact classification PyTorch, Deep Learning

🤟 Sign Language Recognition

Repository Description Tech Stack
WholebodyPoseEstimation End-to-end SLR framework with pose estimation PyTorch, Transformers
Spoter-SL Pose-based transformer for sign language PyTorch, MediaPipe
SL_ConnectingPoints First bilingual Peruvian Sign Language dictionary CLIP, Transformers

🤖 Generative AI & Deep Learning Theory

Repository Description Tech Stack
MNIST-diff-flow-matching Diffusion models & flow matching implementations PyTorch, DDPM, Flow Matching
CaptionMatching Multimodal image-text matching (CLIP, DeepSeek) PyTorch, CLIP, BERT
MultimodalMemes Multimodal meme understanding PyTorch, Vision-Language Models
FourierDrawing Creative visualization using Fourier transforms Python, NumPy

🧠 Computational Neuroscience & Data Analysis

Repository Description Tech Stack
Stringer-project Visual cortex dynamics & spontaneous behavior analysis Python, Neural Data Analysis

💻 Computer Vision Applications

Repository Description Tech Stack
build-ml-pipeline-for-short-term-rental-prices End-to-end ML pipeline for price prediction Python, MLflow, Scikit-learn
skin-lesion-segmentation-using-pix2pix Medical image segmentation using GANs PyTorch, Pix2Pix
project-covid-detection-utec COVID-19 detection from chest X-rays PyTorch, CNN

⚙️ MLOps & Production Systems

Repository Description Tech Stack
ML-kubernetes-sample ML deployment on Kubernetes K8s, Docker
ML-Mnist-kubernetes MNIST serving with Kubernetes Python, K8s, FastAPI
ML-triton-kubernetes Model serving with Triton Inference Server Triton, K8s, Docker
ML-cicd-demo-kubernetes CI/CD pipeline for ML models GitHub Actions, K8s

🧮 Algorithms & Competitive Programming

Repository Description Tech Stack
CSES-solution CSES problem set solutions C++, Algorithms

📊 GitHub Stats

GitHub Streak

🎓 Education & Certifications

  • Kyoto University - Research Student in Intelligence Science and Technology (2024-2025)
  • MIT-BREIT - Advanced MicroMaster Program in Statistics and Data Science (2020-2021)
  • Universidad Nacional de Ingeniería - BSc in Mechatronic Engineering, GPA A+
  • Oxford Machine Learning Summer School (2025)
  • Neuromatch Academy - Computational Neuroscience Program (2022)

🌐 Connect with Me

💡 Languages

  • Spanish: Native
  • English: Advanced
  • Japanese: Elementary

☕ Support My Work


"Combining rigorous research with practical ML engineering to advance medical AI"

Pinned Loading

  1. project-covid-detection-utec project-covid-detection-utec Public

    Jupyter Notebook 1 1

  2. skin-lesion-segmentation-using-pix2pix skin-lesion-segmentation-using-pix2pix Public

    Jupyter Notebook 11 2

  3. Pico_y_placa Pico_y_placa Public

    Real time Road Space Rationing control using Jetson Nano

    Python 4 1

  4. Digital-Image-Processing-Course-with-python Digital-Image-Processing-Course-with-python Public

    Curso de procesamiento de imágenes usando Python 3

    Jupyter Notebook 5 3

  5. multithread-robot-simulation multithread-robot-simulation Public

    This project consists in a simulation of robot interaction in 2D space with independent parallel movements

    C++