Jing Huang

AI Engineer

Specializing in machine learning, deep learning, and AI system architecture. Passionate about creating intelligent solutions that solve real-world problems.

Skills

Python

6+ years of Python development for AI/ML applications. Extensive experience with TensorFlow, PyTorch, scikit-learn, and data science libraries. Built production-ready ML pipelines and APIs.

C/C++

3+ years of C/C++ experience in performance-critical applications. Deployed CV algorithms in C++ and optimized ML model inference on microcontrollers using C.

React / NextJS

2+ years of experience developing with React and Next.js. Built a personal portfolio and created lightweight web apps for AI tools and demos.

Computer Vision

Skilled in developing and deploying CV algorithms, including detection, tracking, and segmentation, with expertise in model optimization, real-time inference, and tools like OpenCV, TensorFlow, and PyTorch.

Machine Learning

Proficient in developing ML models for classification, regression, and forecasting tasks. Experienced with algorithms like decision trees, neural networks, and ensemble methods, using tools such as TensorFlow, Pandas and scikit-learn.

Data Analysis

Experienced in analyzing complex datasets using Python, Pandas, and SQL. Skilled in data cleaning, visualization, and extracting insights to support decision-making and model development in AI projects.

Backend Development

Skilled in building backends with Flask and Django for AI-driven web apps. Experienced in API design, database integration, and deployment.

Data Structure / Algorithms

Strong foundation in algorithms and data structures.

Projects

Surgical Video Analytics Platform

  • Object Detection and Tracking
  • Human Pose Estimation
  • Speech-to-Text
  • OpenAI Intergration
Python PyTorch TensorRT React Django PostgreSQL AWS

Built a web platform that analyzes surgical videos with multi-AI modules, and generates multi-dimensional analysis results.

Surgical Instrument Detection iOS App

  • Object Detection
  • iOS App Development
  • Unity Mobile App Development
Unity Pytorch ONNX OpenCV Xcode

Developed an object detection model for surgical instruments and deployed it to a mobile application using Unity.

ultralytics YOLOs GUI

  • Qt GUI App Development
  • Object Detection and Tracking
  • Human Pose Estimation
  • Instance Segmentation
Python Pytorch ONNX PyQt OpenCV

Built an open source GUI for object detection, segmentation, and tracking using Ultralytics YOLOv8/YOLO11 on video, image, and live stream sources.

Battery State Prediction

  • Research Project
  • Time Series Forecasting
  • Microcontroller Programming
Python TensorFlow C STM32 MatLab

Collaborated with Stuttgart University and industry partners to develop an AI model that predicts battery SOC, SOH, and SOF by analyzing volume changes in cells. Successfully deployed the model on a microcontroller, achieving 98% accuracy.

Airport Remote Tower

  • Object Detection and Tracking
  • API Development in C++
Python C++ TensorFlow MongoDB AWS CVAT

Developed a remote tower solution for air traffic control using AI and computer vision technologies. The system provides air traffic controllers with a real-time panoramic video feed of the airport environment, complemented by automated object detection and tracking. This enhances safety and efficiency of air traffic.

Sales Forecasting Web App

  • Time-series forecasting for sales
  • Backend Development
Python Flask TensorFlow GCP MySQL

Developed a web application for retail sales forecasting using AI to optimize supply chain management. Researched forecasting algorithms and implemented backend for model training, evaluation, and inference.