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Avatar of 施冠宇.
Avatar of 施冠宇.
Data engineer @H2 Inc.
2021 ~ Sekarang
AI engineer, ML engineer, data scientist
Dalam tiga bulan
用 6 種不同 CNN model 搭配 5 種 data augmentation 並且 fine-tune model,達到 93 % Accuracy on validation dataset. Accuracy 達到 93%, 已與醫師合作發表醫學 paper 3. Pathology案件 -建立 two stage segmentation model, stage one segmentation model 達到86% IOU, stage two segmentation model 達到 94% custom dice coefficient 學歷 清華大學 動力機械工程學系技能 Software AWS Airflow Dagster Docker Git Flask Pytorch Tensorflow DVC Languages Python SQL Bash
Airflow
Docker
AWS
Sudah bekerja
Terbuka untuk peluang
Full-time / Tertarik bekerja jarak jauh
4-6 tahun
清華大學
動力機械工程學系

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Lebih dari satu tahun
AI Engineer
Logo of Compal Electronics, Inc., Taipei City, Taiwan.
Compal Electronics, Inc., Taipei City, Taiwan
2020 ~ 2021
Taipei City, Taiwan
Latar Belakang Profesional
Status sekarang
Tahap pencarian kerja
Profesi
Research / R&D
Bidang Pekerjaan
Software
Pengalaman Kerja
6-10 tahun
Management
Keterampilan
Machine Learning
Deep Learning
Linux
Tensorflow/Keras
Python
Java
Bahasa
Chinese
Bahasa ibu atau Bilingual
English
Menengah
Preferensi Pencarian Pekerjaan
Jabatan
deep learning/machine learning/computer vision/software engineer
Tipe Pekerjaan
Full-time
Lokasi
Taipei, Taiwan
Bekerja jarak jauh
Tertarik bekerja jarak jauh
Freelance
Tidak
Pendidikan
Institusi Pendidikan
National Cheng Kung University
Jurusan
Department of Industrial Information Management Institute of Information Management
Cetak

林依巧 (I-Chiao Lin)  AI Engineer

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

                           

  Taipei City, Taiwan                [email protected]    Portfolio 

Skills

Tech Stack

   Tensor Flow      Android      Linux      Python      Java   

Certification

   Coursera - Deep Learning      DeepLearning.AI TensorFlow Developer

Work Experience

AI Engineer (Deputy Section Manager)

Compal Electronics, Inc., Taipei City, Taiwan  •  Apr 2020 — May 2021

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.

Algorithm R&D Engineer

Masterwork Aoitek Tech Corp Ltd., Taipei City, Taiwan  •  Apr 2019 – Feb 2020

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.

Software R&D Engineer (Specialist)

ASUSTeK Computer Inc., Taipei City, Taiwan  •  May 2011 – Feb 2019

Machine Learning
Pose 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.

Education

Master's Degree

National Cheng Kung University, Tainan City, Taiwan • 2008 - 2010   

Department of Industrial Information Management Institute of Information Management


CV
Profil

林依巧 (I-Chiao Lin)  AI Engineer

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

                           

  Taipei City, Taiwan                [email protected]    Portfolio 

Skills

Tech Stack

   Tensor Flow      Android      Linux      Python      Java   

Certification

   Coursera - Deep Learning      DeepLearning.AI TensorFlow Developer

Work Experience

AI Engineer (Deputy Section Manager)

Compal Electronics, Inc., Taipei City, Taiwan  •  Apr 2020 — May 2021

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.

Algorithm R&D Engineer

Masterwork Aoitek Tech Corp Ltd., Taipei City, Taiwan  •  Apr 2019 – Feb 2020

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.

Software R&D Engineer (Specialist)

ASUSTeK Computer Inc., Taipei City, Taiwan  •  May 2011 – Feb 2019

Machine Learning
Pose 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.

Education

Master's Degree

National Cheng Kung University, Tainan City, Taiwan • 2008 - 2010   

Department of Industrial Information Management Institute of Information Management