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9+ years of experience in Machine Learning(ML) and software development.
    Hands-on experience in AI, algorithms, and software solutions to realize consumer product targets. Also have experience using data visualization and model interpretability techniques for effective analysis and to apply better solutions.

National Cheng Kung University

AI Engineer

林依巧 (I-Chiao Lin)

Compal Electronics, Inc., Taipei City, Taiwan

AI Engineer (Deputy Section Manager)

Machine Learning
● Pixsee Baby Camera
    a. Face detection and attributes(age, gender, etc.) model training for the "Baby Bubble Tree" service. 
    b. Object detection model training and image-based product recommendations.
    c. People search with unsupervised clustering.
    d. Model Interpretability and embedding visualization(t-SNE).
    e. Design and implement the process of model benchmarking, data statistics, and error analysis.

Machine Learning
● Lollipop Baby camera
    a. Baby detection model training.
    b. Use GAN, OpenCV, and crawler to generate and collect data.
    c. Use the Guided Grad-CAM to show models looking for CNN visualization.

● Face Attribute
    a. Face detection and face attributes multi-task model training.

● Mobile Library
    a. Build Android MACE library for SSD, MTCNN, segmentation, and classification.
    b. Build iOS Core ML library for SSD, vision face, and classification.

Masterwork Aoitek Tech Corp Ltd., Taipei City, Taiwan

Algorithm R&D Engineer

Machine Learning
● Pose Estimation – Use OpenPose to perform multiple people estimation.
    a. Customed training OpenPose to perform multiple people keypoint detection.
    b. Build real-time and offline Android tflite demo application.

Back-End
● Use the Azure service to build the Android Launcher application back-end.
    a. Request news regularly and insert parsed data into the SQL dataset via Mobile Apps Jobs.
    b. Created thumbnail via VM and uploaded images regularly to blob storage.

Web
● Build age and gender web via the Bootstrap framework.

Android Application
● “Calendar” widget and year view features.

林依巧 (I-Chiao Lin)’s posts