1. (Intern) Data collecting for compressor testing machine

   This desktop application is developed on Visual Basic and SQL to collect data from compressor testing machine and store it in database instead recording in hard paper.

2. (Senior project) Robotic Arm with Machine Vision

   This project is robotic arm that moving to grab an detected object via camera. Below is technology use in the project.

1. SolidWorks - Making 3D and drawing to produce Robotic Arm
2. Arduino - Control movement of Robotic Arm
3. Visual Basic - User Interface
4. OpenCV - Image processing
5. MATLAB - Caculate position of each joint

https://youtu.be/8Y3I7oZ1pYU?t=33

3. Cell Marker

   This project is program to count cell and calculate area, color density in picture for [biotechnology research](<https://www.nature.com/articles/s41598-021-00955-7>). To reduce time consume by hand marking. It’s developed on Python and used contours function in OpenCV.

source code: https://github.com/weelawat/portfolio/blob/Master/Cell marker/splitcell.py

4. Machine Learning and Deep Learning project

• Boston housing price prediction(Regression problem)

  notebook code: https://github.com/weelawat/portfolio/blob/Master/ML:AI Project/2 Boston housing price prediction/Model building.ipynb

• Titanic survivors prediction(Classification problem)

  notebook code: https://github.com/weelawat/portfolio/blob/Master/ML:AI Project/3 Titanic survivors prediction/Model building.ipynb

• Iris classification(Multiclass Classification problem)

  notebook code: https://github.com/weelawat/portfolio/blob/Master/ML:AI Project/1 Iris classification/Model building -1.ipynb

• MNIST handwritten(Multiclass Classification problem using Deep Learning)

  notebook code: https://github.com/weelawat/portfolio/blob/Master/ML:AI Project/4. MNIST handwritten/Model building -0.ipynb