Liangxiao LI
Research Assistant at 深圳湾实验室 Shenzhen Bay Laboratory- Claim this Profile
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中文 Native or bilingual proficiency
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英语 Professional working proficiency
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Bio
Credentials
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Introduction to R
DataCampJan, 2023- Oct, 2024 -
Understanding Machine Learning
DataCampJan, 2023- Oct, 2024 -
Data Structures and Algorithms Specialization: Algorithm Toolbox
CourseraAug, 2022- Oct, 2024 -
Programming Foundations with JavaScript, HTML and CSS
CourseraAug, 2022- Oct, 2024 -
SQL for Data Science
CourseraJul, 2022- Oct, 2024 -
Stanford Machine Learning
CourseraDec, 2021- Oct, 2024
Experience
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深圳湾实验室 Shenzhen Bay Laboratory
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China
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Biotechnology Research
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1 - 100 Employee
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Research Assistant
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Jul 2023 - Present
1. Spearheaded the analysis of COVID-19 Spike Protein mutation patterns using data extracted from the PDB database. 2. Employed R for comprehensive data preprocessing, including log transformation, normalization, and capping. 3. Leveraged SAS for in-depth correlation studies, linking residue attributes and uncertainty to mutation frequencies. 4. Implemented machine learning clustering (K-means, DBscan) to pinpoint mutation hotspots, validated through permutation-based tests. Self-initiated learning and application of Gaussian Process in Python for predictive modeling, with emphasis on overfitting prevention. 5. Optimized model parameters using Log marginal likelihood and other evaluation metrics. Show less
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宁波美象信息科技有限公司
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China
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Software Development
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Poolth Data analyst Intern
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Aug 2022 - Sep 2022
http://www.meixxx.com/ 1. Led the development of a CRM system using Smartdata and SQL for streamlined data management. 2. Managed daily databases with Navicat and Dbeaver, rectifying data inaccuracies and equipment issues. 3. Analyzed electric meter data for the digital twin project, providing insights on hospital consumption patterns. 4. Assisted in crafting the First Hospital's digital twin database, focusing on electric meter data and room allocations. 5. Conducted market research on PAAS platforms to gauge industry trends. 6. Established digital twin APIs using Smartdata and Postman, enhancing system integration. Show less
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Business Analyst
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Jul 2021 - Aug 2021
1. Cleaned, transformed, and normalized 100+ products data extracted from global e-commerce platforms such as Alibaba Express, driving product optimization. 2. Enhanced product visibility through strategic digital marketing techniques, utilizing tools such as Google Trend. 3. Continually monitored and adjusted product performance metrics, utilizing KPIs like sales volume to fine-tune strategies. 1. Cleaned, transformed, and normalized 100+ products data extracted from global e-commerce platforms such as Alibaba Express, driving product optimization. 2. Enhanced product visibility through strategic digital marketing techniques, utilizing tools such as Google Trend. 3. Continually monitored and adjusted product performance metrics, utilizing KPIs like sales volume to fine-tune strategies.
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Education
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英国诺丁汉大学
BSc (Hons), Statistics -
University of Oxford
Summer School, Artificial Intelligence -
UNNC
理学学士 BSc (Hons), Statistics