Ideas come from curiosity.

Liang,Hua-Ta (Eric)

A robotics engineer specializing in autonomous systems, computer vision, and machine learning. Master's student in Autonomy and Robotics at University of Illinois Urbana-Champaign. Experienced in developing full-stack solutions for autonomous vehicles, UAVs, and IoT systems. Published researcher with expertise spanning perception, planning, and control. Seeking opportunities to build innovative robotic solutions for real-world challenges.

About Me

Hi There! Welcome!
I'm Hua-Ta!


Hua-Ta (Eric) Liang is a robotics engineer specializing in autonomous systems, computer vision, and machine learning. Completing his Master's in Autonomy and Robotics at the University of Illinois Urbana-Champaign, he has developed full-stack solutions for autonomous vehicles, UAVs, unmanned surface vessels, and IoT systems.

His expertise spans the complete autonomy pipeline: perception (YOLO, Visual SLAM, sensor fusion), path planning (A*, trajectory optimization), and control (PID, Pure Pursuit, reinforcement learning). Recent projects include vision-based autonomous driving for full-scale vehicles, a sonar-mapping system for unmanned surface vessels and a DDQN agent for urban navigation in CARLA.

As a research assistant at National Taiwan University, Hua-Ta built an end-to-end IoT solution for dairy cattle health monitoring, integrating IMU sensors, XGBoost models, and PostgreSQL databases. This work resulted in publications in Smart Agricultural Technology and the 2023 ASABE International Conference. His undergraduate thesis on building a GPS-denied UAV navigation earned a fellowship from Taiwan's Ministry of Science and Technology.

Hua-Ta's work demonstrates strong systems integration skills, having successfully deployed autonomous solutions across diverse platforms from embedded systems to full-scale vehicles. He is actively seeking opportunities in robotics and autonomous systems where he can contribute to building reliable, innovative solutions that tackle real-world challenges.

Robotics

Area of Interest #1

Machine Learning

Area of Interest #2

Internet of Things

Area of Interest #3

Data Science

Area of Interest #4

Education

Related Courses
  • - Robotics :
    Advanced Computational Topics in Robotics Principles of Safe Autonomy Autonomous Vehicle System Engineering

  • - Computer Vision :
    Computer Vision Deep Learning for Computer Vision

  • - IoT :
    Topics in Internet of Things Real World Algorithms for IoT and Data Science

Related Courses
  • - Mechatronics :
    Principles and Applications of Microcontrollers Principles and Applications of Sensors Principles and Applications of Actuators Mechatronics and System Design
  • - Robot Control :
    Robotics Dynamics and Control of Robots Automatic Control Intelligent Control
  • - Other :
    Machine Learning Engineering Drawing and Computer-aided Design Database Management System – from SQL to NoSQL Web Programming

Technical Skills

Programming

Python C++ / Embedded C Java SQL (PostgreSQL, MySQL) MATLAB Bash

Robotics Frameworks

ROS / ROS 2 Gazebo ArduPilot & PX4 CARLA Simulator Docker Git & GitHub

Machine Learning

PyTorch Scikit-learn XGBoost Pandas & NumPy Reinforcement Learning (DDQN)

Perception & Navigation

Computer Vision (OpenCV) YOLO (v4, v8, YOLOPv2) DeepSORT Visual SLAM (RTAB-Map) LiDAR SLAM (GMapping) Sensor Fusion

Control & Planning

PID Control Pure Pursuit Path Planning (A*, move_base) Trajectory Optimization State Machines

Sensors & Hardware

ZED2 Stereo Camera RGB-D Cameras LiDAR (RpLidar) Sonar (Ping, Omniscan 450) Ultrasonic Sensors

Embedded Systems

Raspberry Pi Jetson Nano Pixhawk / Flight Controllers Arduino (ATmega328p) 9-axis IMU

Development Tools

Linux (Ubuntu) SolidWorks (CAD) Qt Flask BlueOS MongoDB

Work Experience

2023.12 ~ 2024.08
Biophotonics and Bioimaging Laboratory

Research Assistant

National Taiwan University, Taipei, Taiwan

2023.08 ~ 2023.11
Mandatory Military Service

Military Police (M.P.)

Military Police Training Center, New Taipei, Taiwan

  • Learned how to collaborate and interact with people from diverse backgrounds and social stratification.
  • Cultivated self-confidence, discipline, obedience and fearlessness.
2022.07 ~ 2023.07
Biophotonics and Bioimaging Laboratory

Research Assistant

National Taiwan University, Taipei, Taiwan

2022.02 ~ 2022.07
Principles and Applications of Microcontrollers

Teaching Assistant

National Taiwan University, Taipei, Taiwan

  • Redesigned the robot car used in class and provided instruction manual to help students assemble their car and write assembly program to operate the robot car.
  • Contributed to curriculum design, held an in class competitions and graded essays.
  • Helped 50 undergraduate students in class to solve problems of their Arduino code, C++ code, assembly code and hardware issues.
2020.07 ~ 2022.07
Biophotonics and Bioimaging Laboratory

Undergraduate Researcher

National Taiwan University, Taipei, Taiwan

  • Bachelor thesis: "Autonomous Navigation Control of Multi-Rotor Unmanned Aerial Vehicle in Greenhouse"
  • Received the fellowship for undergraduate research from the Ministry of Science and Technology (MOST).
  • Research focuses on the implementation of visual SLAM algorithm and sensor fusion by using ROS. Image processing and machine learning (CNN) are also implemented in the research.
2019.07 ~ 2019.12
Carnegie Training - Youth & College Program

Teaching Assistant

Dale Carnegie Taiwan, Taipei, Taiwan

  • Helped plan lecture schedule and provided case study topics for students to discuss.
  • Led approximately 60 students, composed of different ages(13~20) to improve their leadership, team work and communication skills.

Extracurricular Activities

Contribution:
  • > Trained and determined the machine learning model used during the model training stage leading us to successfully get into the finals.
  • > Provided practical ideas and domain knowledge for proposal writing and system design.

Contribution:
  • > Designed the algorithm applied in the competition which let us win the best creative award.
  • > Assigned work to group members and planned work schedule for the whole team.

Contribution:
  • > Weekly skype with students in rural area together with international students.
  • > Being the communication bridge between students in rural area and international students.

Contribution:
  • > Played in different roles: Counselor, Event Coordinator, Photographer.
  • > Participated in multiple position of the camp which trained me into a good communicator.

Contact Me

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