李柏璽 BoShi Li

Machine Learning/ Software Enginner

As a seasoned software developer with 5 years of experience in AI and algorithm development, I have hands-on expertise in creating AI-powered software solutions for consumer products. My passion lies in solving problems through the development of AI algorithms and software. I have a strong background in machine learning and software development, with a focus on computer vision (CNN) and natural language processing (RNN, LSTM) for developing recommendation systems on social media platforms. I have also deployed AI models on Google Cloud Platform.

#recommender_system #computer_vision #cnn #tensroflow #mobile_develop #docker #web_application_develop

[email protected]

Skills

Programming Languange

Python
C/C++
Flutter

Machine Learning

CNN,
RNN,
LSTM,
Recommender System
Computer vision

Third Party

Pytorch,
Tensorflow,

Work Experience

AI Engineer

工研院 @ Hsinchu, Taiwan, 2023/6 - Present

開發自動化檢測為洩漏系統

AI Algorithm Engineer

台趣科技 @ Hsinchu, Taiwan, 2022/1 - 2023/5

Expertise in training human detection models (such as YOLOV5 and Magface) and deploying the models on Kneron edge computing system.
Skilled in developing pre-processing and post-processing firmware for AI models.
Collaborated with firmware developers to develop conference webcam firmware.

Mobile Developer

瑞保網路科技, Lnb 信用市集, Jan 2020 ~ Dec 2020

As a Flutter developer, my job responsibilities include collaborating with the design team to redesign the product flow, working with the back-end team on API design, proposing and developing a dedicated investment app for mobile platforms that alerts users of price changes, and launching the app on both iOS and Android platforms.

iOS Developer

香港商阿爾伊股份有限公司, Jul 2019 ~ Nov 2019

As a Flutter and Swift developer, my responsibilities include maintaining the RE App.

iOS Developer

杰領科技股份有限公司 , Mar 2018 ~ Jan 2019

As a Swift developer at the startup company Gamplex. I independently developed and maintain the Gamplex gaming community iOS app using Agile development methodologies and working with limited resources.

Side-Projects

Mobile App Developer/ Ai Algorithm Engineer

心交 @ Taipei, Taiwan, 2020/12 - Present

Mobile App:

Developed and optimized the Hearting App network to increase user engagement and experience.
Implemented network optimization techniques such as analyzing network data, reducing latency, and maximizing bandwidth utilization. Managed in-app purchases within the app, ensuring a seamless and secure experience for users.
Achieved a steady monthly growth rate of 8% in the app's user base due to the optimizations and enhancements made.

AI:

Implemented an Account Anomaly Detector using an NLP model with an accuracy of 91%.
Improved the matchmaking success rate from 50% to 71% in the Matching Recommender System using a Deep-Crossing Model.
Enhanced the accuracy of the Encounter Recommender System by 2% by replacing the Deep-Cross Layer with an LSTM model.
Deployed models, serving them on Docker for efficient and scalable deployment.