Accomplished Research Assistant at Sichuan University and Researcher at the Chinese Academy of Science, specializing in machine learning techniques and software design. Expert in enhancing system performance and algorithm optimization, demonstrated through the development of advanced video anomaly detection and Retrieval-Augmented Generation systems. Proven ability in innovative problem-solving and publication preparation, showcasing a blend of technical proficiency and analytical acumen.
Work History
Research Assistant
Sichuan University
Chengdu
09.2024 - 12.2024
Designed an unsupervised learning-based automated solution for detecting anomalies in video streams.
Reviewed diverse video-embedding models to boost effectiveness.
Optimized clustering algorithm performance to reduce response time, and enhance real-time processing capabilities.
Researcher
Chinese Academy of Science
Beijing
07.2024 - 08.2024
Developed a Retrieval-Augmented Generation (RAG) system for 3GPP using the Test-Driven Development (TDD) approach, implemented a test program, and completed the prototype.
Optimized retrieval methods by testing various approaches, including vector similarity, hierarchical indexing, reranking, and query routing.
Optimized the RAG system's database and integrated it with Graph-RAG.
Enhanced prompt engineering by incorporating techniques like hypothetical questioning to improve model performance.
Education
Bachelor of Science - Computer And Information Sciences
Sichuan University
Chengdu, China
Bachelor of Science - Computer And Information Sciences
University of Pittsburgh
Pittsburgh, PA
Skills
Experienced with TensorFlow and PyTorch
Experienced in Software Design
Skilled in Software Quality Assurance Practices
Skilled in Minitab Analysis
Skilled in Implementing Machine Learning Techniques
Skilled in Core Algorithm Concepts
Understanding Computation Theory
Publication preparation
Timeline
Research Assistant
Sichuan University
09.2024 - 12.2024
Researcher
Chinese Academy of Science
07.2024 - 08.2024
Bachelor of Science - Computer And Information Sciences
Sichuan University
Bachelor of Science - Computer And Information Sciences
University of Pittsburgh
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