ML and AI algorithm:( All of them are already in production.) 1). Using images to classify member’s gender. 2). Using people’s line ID to predict member’s gender. 3). Using images & behavior’s log to design recommendation system.(SVD, Deep).

Optical-Signal algorithm and analysis: 1). Using smart phone’s front camera as optical-analysis device to observe color signal change. 2.) Color signal change is based on the blood reacts with strips. By those signal change, trying to figure out a curve line to represent the bio-reacts on strips and use those feature to construct a measurement system. 3.) Find solution for cross-validation whether signal impact or not. 4.) Trying to improve the bias, accuracy and precision. 5.) Issues fixed. Image process algorithm: 1.) Image Recognition: Analysis the image to make sure whether the optical device’s uniformity is qualified or not. 2.) Design: white-balance algorithm for our measuring device 3.) Anomaly detection with strips and uniformity. Experiment Data Build: 1.) Using MySQL to build Database for Experiment data. 2.) Producing API for co-workers to access and get some data source, reducing the data collecting time. 3.) Maintaining database and trying to improve data schemas.

1). Camera lens optical specifications define and analysis optical issue, likes the Flare, MTF(SFR), Alignment, Optical Center, and NG-sample analysis. 2). Lens focusing image recognition: Programming an application for machine to recognize the image and focusing lens. 3). Optical center uniformity simulating confirm and testing. 4). SFR signal plot and simulating. 5). Con-call and report to customer, and vendor management.

1). All kinds of LED lighting lens design (e.g Camera’s Flash lighting lens), LED module development and spec define. 2). Lighting Signal and uniformity simulating. 3). Optical analysis of LED lighting lens, jigs design, and help the factory to solve the process problems. 4). Precision process development, new materials analysis. 5). New patent application.