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ＡＩ相關的side project，例如物件追蹤以及偵測

GitHub

AI Engineer at SyntecGroup

Terry Yu

Microsoft Certified: Azure AI Engineer Associate

Microsoft

Google Cloud Certified Professional Cloud Architect

Google

Hi, I'm the Machine Learning Engineer.

I studied in Electrical Engineering during my undergraduate school and concentrated on Software Design for master degree. 

For the past several years, I have been a server system engineer. I have strong skill in circuit and server design area. 

As a master of Computer Systems Engineering major at Northeastern University, I have a solid knowledge of process Database, Data flow, Java program, Web application, Cryptocurrency, Big-data analysis and optimized algorithm.  I'm also regarded as a problem solver who shows initiative and meets project deadlines. 

After finishing my master’s degree, I joined two Software companies and improved my skills. I finish a anomaly detection project, object detection project, person pose detection project and others which need many deep learning skills to deal with.

Programing Languages : Java, Python
Framework : Spring, Hibernation, OPENCV, Tensorflow, Keras 
Data Mining : Hadoop, MapReduce, MySQL, Spark, Hive, HBase
Cloud computing Platform : Google Cloud Platform

Github: https://github.com/YuTerry2020
You can contact me at (+886)920328232 by phone or send email at rereterry@gmail.com. Thank you for your time and attention.

At Northeastern University, I have a solid knowledge of collecting and managing database, testing Systems, designing programming, as well as practical experience in these areas. During my first year at Northeastern University, I had a successful experience in creating a elementary school website and order system. In these project, a lot of SQL skills and server techniques (Spring, Hibernate,Tomcat)were used. For example, a database stored customers , workers and restaurants’ information. Many interfaces were designed that only who have certain an authority can enter and modify. A message board was offered for everyone to use. On the other hand, many convenient and precise functions were created on MySQL. Besides, on the second year, my projects focus on Hadoop and data mining skill( ex spark, pysql) and foundations of parallel, concurrent, and multithreaded programming. Dengue fever & weather and Sharing Bike are my projects which use a lot of data mining skill.
            

    
    

    
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Northeastern University

My career in circuit design and simulation started with my familiarization of several software such as LabVIEW, MATLAB, X-manager, among others. Subsequently, as courses become more challenging, I would often spend time to study and discuss with classmates. However, there are times that, even as a group, there are topics that is difficult for us to understand. Thus, I would take the initiative to meet with my professor for further discussions and usually he not only helps me in comprehending the lesson but also instills in me his vision on seeing the electronic world from a broader perspective.
            

    
    

    
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National Chiao Tung University

SyntecGroup

AI Engineer

Designed AI function API and Data flow mining tool
Main job:
。Study lathe milling machine sensor data for possible identifying information
。Read related patent documents
。Training the Tensorflow-lite model and run in NPU system
 。Building NXP board and linux environment
Project : 
Screw pressure
。Classified different pressure situation(4 types), successfully resolve an unsolvable matter which original team could not classify 100 type and 75 type.
Tool wear
。Create an early warning function to tell user the Tool wear error and help user to reduce processing costs
            

    
    

    
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300台灣新竹市

主要任務，從模型訓練，標記評估，到演算法設計，以及相關功能開發測試
Main job：design the AI Service Platform（Area Safety & Smart classroom）
Flame Detection, Package Detection(1 partner): Dec 2020 - June 2021
。Training model and doing data collection, data exploration to feature engineering to model evaluation and error analysis
。Design, implement and optimize the CV/ML systems and algorithm
。Accuracy improvement : Flame(80%->92%), Package(new -> 73%)
。help to upload docker container in the kubernetes system
。test concurrent requests and improve QPS(flame: 24, package : 30)
Boundary Crossing, Region Crossing, (2 partner): Dec 2020 - September 2021
。Used YoloV4 Darknet to be object detection system
。Created stable RTSP flow catching and reading function by python
。Design a web API and web server by Flask, Gunicorn, python
。Design, implement and optimize the CV/ML systems and algorithm including docker, kafka, encrypt model
。Accuracy improvement : Boundary(82%->91%), Region(83%->95%), Crowd(83%- >91%)
Student behavior detection (3 partner): May 2021 - September 2021
。Detect human skeleton, to count the number of student raising hands, lying tables, and standing
。Connect the face system, add tracking function, provide accurate identification of actors
。Improved against skeleton disappearance
。Research openpose and classifiers to analyze complex behaviors such as reading and writing
。Design the function of the duration of behaviors, providing customers with classroom trends
Safety school system (2 partner): September 2021 - Now
。Combined original boundary, region, crowd density project and other new function ( loitering, illegal parking, jammed up)
。Using ctype library to connect our function dll to improve system efficient
。decrease CPU and GPU resources
。rebuild original model to TensorRT model
。Use c++ to rebuild all function
。Design point crossing and area limit function
            

    
    

    
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台灣台北市

Leedarson Group

AI Algorithm Engineer

Based on the large and streaming data environment, develop related data analysis algorithm and computer vision solution, and cooperate with other engineers to carry out various data service and object detection projects

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