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liuliu-umich committed Aug 20, 2024
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135 changes: 88 additions & 47 deletions _config.yml
Original file line number Diff line number Diff line change
Expand Up @@ -7,20 +7,20 @@ version: 2

# Personal info
name: Liu Liu
title: Data Scientist and Assistant Professor
title: Data Scientist and Biomedicine Professor
email:
# email_title: Email (Email title override)
# phone: Your phone number (optional)
# phone_title: Phone (Phone title override)
website: https://medicine.umich.edu/dept/cardiac-surgery/liu-liu-phd-ms
website: liuliu-umich.github.io
# website_title: Web (Website title override)

# Dark Mode (true/false/never)
darkmode: false

# Social links
# twitter_username:
github_username: liuliu-umich
github_username: liuliu-umich
# stackoverflow_username: "00000001"
# dribbble_username: jekyll
# facebook_username: jekyll
Expand All @@ -30,8 +30,8 @@ linkedin_username: liuliu-umich
# xing_username: jekyll
# pinterest_username: jekyll
# youtube_username: jekyll
orcid_username: 0000-0000-0000-0000
googlescholar_username: D847cGsAAAAJ
orcid_username: 0000-0001-8905-1039
googlescholar_username: w77PTjUAAAAJ&hl=en

# Additional icon links
additional_links:
Expand All @@ -51,73 +51,113 @@ additional_links:
# About Section
# about_title: About Me (Use this to override about section title)
about_profile_image: images/Headshot.jpeg
about_content: | # this will include new lines to allow paragraphs
Write an awesome description about yourself here, this supports markdown, so you can add [links](http://foobar.com) and highlight things <mark>like this</mark>.
about_content: |
I am a Data Scientist and Assistant Professor at the University of Michigan with 10 years of experience in Healthcare, Biotechnology, and the Pharmaceutical Industry. I specialize in applying Statistical Analysis and Machine Learning Modeling for Data-Driven Innovation, Fraud Detection, Risk Assessment, Insight Extraction, and Decision Making. My strengths include problem-solving, leadership, and communication in complex, cross-functional projects.
You can even add paragraphs by using empty lines like this and add anything else [markdown](https://www.markdownguide.org/getting-started#what-is-markdown) supports such as
- Lists
- Tables
- <a href="google.com">Links</a>
- Images ![alt text](/images/landscape-trees.jpg "Trees")
My expertise includes:
- Python, SQL, Linux, R, Jupyter Notebook, Pandas, NumPy, SciPy, Matplotlib, Seaborn, Spark, ETL, A/B Testing, Scikit-Learn, Random Forest, XGBoost, LightGBM, SVM, KNN, ARIMA, SHAP, Generative AI, LLM, LangChain, RAG, Hugging Face, Deep Learning, PyTorch, TensorFlow, CNN, RNN, PCA, K-means, DBSCAN, Databricks, AWS, Azure, GCP, Git, Docker, Flask, NLP, NLTK
content:
- title: Projects # Title for the section
layout: list # Type of content section (list/text)
- title: Projects
layout: list
content:
- layout: left
border: weak # Value of `weak` will display a weak border below this item. # Any
# other value (or no value) means no border will be displayed
title: Project name
link: Link to project (eg. sproogen.github.io/modern-resume-theme)(optional)
link_text: Link Text
border: weak
title: Heart Drug Target Detector
link: https://sproogen.github.io/modern-resume-theme
link_text: Project Overview
additional_links:
- title: Github page for project (eg. sproogen/modern-resume-theme)
- title: GitHub
icon: fab fa-github
url: Link to project (eg. sproogen.github.io/modern-resume-theme)(optional)
- title: Github page for project (eg. sproogen/modern-resume-theme)
url: https://github.com/username/project-repo
quote: >
Implemented a Heart Drug Target Detector to identify rare drug targets from 1.4 billion candidates, achieving a precision score of 0.91.
description: |
Led a team of 3 data scientists to extract data from 8 million articles, using NLP and LLM techniques for feature generation. Applied feature selection with Boruta and mRMR, trained models (Logistic Regression, Random Forest, XGBoost, SVM, CNN), and deployed the model as a Flask app on AWS.
- layout: left
border: weak
title: AI Paper-Analysis Engine
link: https://sproogen.github.io/modern-resume-theme
link_text: Project Overview
additional_links:
- title: GitHub
icon: fab fa-github
url: Link to project (eg. sproogen.github.io/modern-resume-theme)(optional)
url: https://github.com/username/project-repo
quote: >
Short overview of the project (optional)
description: | # this will include new lines to allow paragraphs
Description about the work on/with the project
Developed an AI-powered end-to-end MVP that automates paper selection, content extraction, and generation, reducing research time by 100 hours per project.
description: |
Collaborated with a cross-functional team to implement RAG with Chroma vector databases and GPT-4. Developed a Flask-based backend and API, coordinated with front-end and product manager teams, and deployed the application on Azure.
- title: Experience
layout: list
content:
- layout: right
title: Company name
sub_title: Job title
caption: Date Range (eg. November 2016 - present)
link: Link to company (optional)
title: University of Michigan
sub_title: Data Scientist / Assistant Professor
caption: September 2023 - Present
link: https://www.umich.edu/
quote: >
Leading data science projects and academic research at the intersection of Healthcare and AI.
description: |
Spearheaded the development of the Heart Drug Target Detector and AI Paper-Analysis Engine. Led a team of 7 for heart drug studies as Principal Investigator, managing a $2M budget, and securing $210K in competitive funding within one year.
- layout: right
title: University of Michigan
sub_title: Data Scientist / Research Investigator
caption: December 2018 - August 2023
link: https://www.umich.edu/
quote: >
Developed the Heart Drug Insight Engine, securing $3.6M in funding and 3 NIH awards.
description: |
Led the Heart Drug Insight Engine project using NGS data, and deployed the Heart Attack Detector model as part of the hospital’s digital infrastructure.
- layout: right
title: Nanjing University
sub_title: Graduate Research and Teaching Assistant
caption: March 2008 - March 2013
link: https://www.nju.edu.cn/
quote: >
Short description of the company (optional)
description: | # this will include new lines to allow paragraphs
Description of role
Applied differential gene expression analysis to identify biomarkers, securing $50K in funding.
description: |
Developed the Pregnancy Disease Insight Engine and identified 7 genes as diagnostic biomarkers.
- title: Education
layout: list
content:
- layout: top-right
title: Institution name
sub_title: Qualifications (eg. BA Performing Arts)
caption: Date Range (eg. 2016 - 2019)
title: Nanjing University
sub_title: Ph.D. in Biology
caption: September 2008 - March 2013
quote: >
Short institution or course description (optional)
description: | # this will include new lines to allow paragraphs
Description of qualification
Specialized in Biotechnology and Bioinformatics, securing $1M in NIH funding for research.
description: |
Developed bioinformatics data analysis pipelines for heart regeneration research.
- layout: top-right
title: Yangzhou University
sub_title: M.S. in Genetics
caption: September 2005 - June 2008
description: |
Focused on genetic research and biotechnology applications.
- layout: top-right
title: Yangzhou University
sub_title: B.S. in Biotechnology
caption: September 2001 - June 2005
description: |
Comprehensive education in Biotechnology with a focus on molecular biology.
- title: A Little More About Me
layout: text
content: | # this will include new lines to allow paragraphs
This is where you can write a little more about yourself. You could title this section **Interests** and include some of your other interests.
Or you could title it **Skills** and write a bit more about things that make you more desirable, like *leadership* or *teamwork*
content: |
I am passionate about using data science and AI to drive innovation in healthcare and biotechnology. My interests include exploring new machine learning techniques, mentoring young professionals, and collaborating on interdisciplinary projects. In my free time, I enjoy reading, hiking, and experimenting with new technologies.
# Footer
footer_show_references: true
# references_title: References on request (Override references text)

# Build settings
# theme: modern-resume-theme (Use this is you are hosting your resume yourself)
# remote_theme: sproogen/modern-resume-theme (Use this if you are hosting your resume on GitHub)
remote_theme: sproogen/modern-resume-theme

sass:
sass_dir: _sass
Expand All @@ -137,4 +177,5 @@ exclude : [
"lib/",
"scripts/",
"docker-compose.yml",
]
]

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