Primary responsibilities include implementing and optimizing AI algorithms for audio and image recognition, focusing on IP Camera systems. Developed real-time video inference code. Worked on hardware platforms, including Ambarella and Hailo (AP, DSP, NPU), ensuring efficiency in constrained environments. Ensured reliable operation in real-world applications like surveillance and security systems. Key Achievements and Responsibilities: 1. Audio AI Model Development - Designed and implemented models for event detection, noise reduction, and echo cancellation. - Integrated inference code into edge devices, ensuring real-time performance in diverse environments. 2. Full-Stack Development - Proficient in Python, C/C++, with complete inference pipelines. - Applied signal processing techniques like Fourier Transform, windowing, and MFCC. 3. Cross-Platform Optimization - Optimized models on Intel, ARM CPUs, and NPUs like Ambarella and Hailo. - Familiar with Nvidia GPU optimization. 4. Deep Learning Expertise - Mastered RNN, LSTM, GRU, and Transformer. - Skilled in PyTorch, TensorFlow, and ONNX. - Researched quantization techniques and explainable AI. - Applied knowledge distillation to compress models while maintaining performance. Technical Skills: Deep Learning | Computer Vision | Audio Processing Signal Processing | Multi-Platform Development | Algorithm Optimization Python | C/C++ | PyTorch | TensorFlow | ONNX

Providing machine learning and data analysis solutions across multiple industries, with a focus on image processing, FinTech, and AgriTech sectors. Key Projects and Achievements: 1. AgriTech Image Recognition System - Developed a deep learning-based hyperspectral image recognition system for mushroom quality inspection. - Utilized Convolutional Neural Networks (CNN) to process high-dimensional spectral data, enhancing recognition accuracy. 2. Quantitative Trading Strategy Development - Designed and implemented a comprehensive MLOps pipeline, Backtrader backtesting system, and LINE notification functionality. - Developed a Python-based quantitative trading strategy system, enabling automated trading signal generation and execution. 3. Financial Market Prediction Model - Leveraged machine learning algorithms, including decision trees, to develop predictive models for Taiwan Futures Index price trends and foreign exchange markets. 4. Agricultural Production Efficiency Optimization - Applied data science methodologies to analyze black fungus production processes, identifying key influencing factors. - Assisted in increasing production yield by 20% through statistical analysis and process optimization. Technical Expertise: - Machine Learning and Deep Learning - Image Processing and Computer Vision - Data Analysis and Statistical Modeling - Python Programming - MLOps and DevOps (Git, Docker, Linux shell scripting) - Financial Data Analysis and Quantitative Trading Strategies

Key Responsibilities and Achievements: - Led software development for IP cameras, focusing on network protocols, image processing (compression, streaming, auto white balance), and web UI implementation. - Advanced to Software Project Team Lead role for near two years, guiding technical direction and coordinating development efforts. - Collaborated with FAEs and international clients to define project scopes, timelines, and technical requirements. - Analyzed and prioritized customer needs, efficiently delegating tasks to team members based on their technical expertise. - Developed deep expertise in Ambarella a5s/S3L and Sony Xarina Entry platforms. - Conducted research on flame image recognition technology. Technical Skills: - Programming: C/C++, Linux shell scripting, JavaScript - DevOps practices - Image processing and analysis - Network protocols - Embedded systems development Platforms: Ambarella a5s/S3L, Sony Xarina Entry

Key Responsibilities and Achievements: - Developed comprehensive software solutions for wireless routers, encompassing various layers of the software stack. - Implemented and optimized code for u-boot, Linux drivers, application programs, shell scripts, embedded PHP, and JavaScript. - Gained extensive experience working with multiple hardware platforms including Atheros, Broadcom, and Ralink. - Contributed to the full software development lifecycle, from initial design to implementation and testing. Technical Skills: - Programming: C/C++, Linux shell scripting, JavaScript, Embedded PHP - DevOps practices - Network protocols - Embedded systems development - Cross-platform development Platforms: Atheros, Broadcom, Ralink

Key Responsibilities and Achievements: - Developed and maintained production management software for corrugator machines, focusing on multi-device control and network communication. - Implemented robust IO device control systems, enhancing overall production efficiency and accuracy. - Conducted international on-site support missions in China and Vietnam, demonstrating strong problem-solving skills and adaptability. - Provided direct technical support to clients, resolving issues and implementing new features to meet evolving customer needs. - Gained valuable experience in industrial automation and cross-cultural communication. Technical Skills: - Programming: C++ - Hardware-software integration - Industrial control systems - Network communication protocols - Cross-platform development Additional Skills: - International client relations - On-site technical support - Problem-solving in diverse environments

Key Responsibilities and Achievements: - Designed and developed database solutions for the company's internal Enterprise Resource Planning (ERP) system. - Collaborated with cross-functional teams to understand business processes and translate requirements into efficient database structures. - Optimized database queries and stored procedures to enhance system performance and data retrieval speed. - Contributed to the continuous improvement of the ERP system, aligning it with evolving business needs. - Gained comprehensive understanding of ERP workflows and their integration with database systems. Technical Skills: - Database Programming: SQL - ERP Systems - Business Process Analysis Additional Skills: - Cross-functional collaboration - Requirements analysis