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四、開發以時間序列Landsat衛星影像為主之自動偵測都市化演算法。 實驗課程教學： 一、教授遙測軟體及程式語言，包含ENVI、Erdas Imagine、TerrSet、eCognition、python和R。 二、指導及協助學生在遙測及空間分析相關計畫。 空間影像分析員 國立台灣師範大學—福衛二號影像加值中心 六

image preprocessing algorithm and conducted training and optimization for a cancer cell detection model. Assisted in planning and implementing cancer cell detection applications, as well as developing an auto-training application for the detection model. Computer Vision: Human Action Recognition Conducted training for a human skeleton detection model. Developed static human action recognition model based on images and dynamic human action recognition model based on videos. Autonomous Vehicle: Conducted Multiple AI Models in Perception System Trained and optimized 2D and 3D object detection models, as well as traffic light recognition models. Develope...

WordPress, having worked on over 10 websites , including those for businesses, schools, and individuals. Assisted clients in setting up, auditing, and optimizing Google Analytics data analysis for their websites. Assisted clients in overall website SEO planning, auditing, and optimization. Product Manager • Mobvoi AprAug 2021 The AI speech recognition system was introduced to assist in the management of various projects of a large-scale project. Presided over 30 meetings with clients , responsible for reporting weekly progress and confirming project status. Project management and schedule planning, with about 5 engineers. Project Management • Pcloudy MayMar 2021 Project

quality data influx and elevating system performance. Developed a comprehensive MLOps service on Databricks, spanning from preprocessing to deployment. Leveraged automation tools to swiftly adapt models to new data. Developed an API service used as an internal tool within the company, leveraging OpenAI Whisper for automatic speech recognition and ChatGPT for intelligent language translation, resulting in approximately an 80% reduction in manpower and time costs. Fine-tuned a Llama-based Large Language Model (LLM) and, by integrating Langchain and Pinecone, optimized the search experience on our website. AprJulMachine Learning Researcher, Lab. for Cloud Dynamics

技股份有限公司 1.CRM系統維護及新功能開發 2.協助內部流程E化、簡化、優化 3.IT技術導入及應用開發（Google Apps Script、Azure Cognition API...etc.） 4.APP外包PM 5.資訊系統外包PM #PHP #CodeIgniter #JavaScript #jQuery #Python #Laravel #MySQL 六月三月 2016 程式設計員 財團法人

an AI-based model inference service and deployed it to the environment. Major Product and Project Experience AI training platform backend development with Label Studio/DVC/MLflow Developed training templates. AI-SaaS Implemented NLU tasks using BERT-based models to provide functions such as named entity recognition, entity relation extraction, and article classification . Implemented NLG tasks using T5 to provide article summarization functionality. NetProbe - DPI Use 1D-CNN and MLP models for encrypted network traffic identification . Use the Autoencoder model for unknown packet detection . Taiwan Ministry of the Interior Investigation Bureau Police

foundational system architecture, functional workflows, functional modules, and preliminary DB schema design planning, as well as system architecture planning and development schedule planning. Based on the schedule planning, assign modularized requirements to team members for development and assist the team in completing development tasks. Project: Smart City - Traffic Recognition System POC (Django, Vue.j, Docker, OpenCV, Elasticsearch) POC ADAS Dataset Visualization POC (Javascript, Python,) 3D SVM System (C/C++, Android, OpenCV, FastCV) Building Electricity Consumption Data Processing (Python, MySQL, Elasticsearch) Distributed Model Deployment System POC (Flask, MySQL, Docker) 2. 數據分析