Jasmine Liang, PhD

View Code Piplines LLM MLLMs sentiment analysis Audio Text Multimodalities google vit base patch16 224 BERT

View Code RAG embeddings Huggingface LLM context aware chat engines memory buffers

View Code Multimodal LangChain OpenAI whisper speech to text AI chat engines AI agent

Developed anomaly detection algorithms to identify abnormal server behavior using throughput and latency metrics. Applied Gaussian models to visualize and detect anomalies in 2D datasets and extended the approach to high-dimensional data, achieving high detection accuracy through cross-validation. Optimized detection thresholds using precision-recall metrics, improving the accuracy of identifying true anomalies.

View Code Python Matlab sklearn Multivariate Gaussian High Dimension

Developed and optimized collaborative filtering algorithms to predict movie ratings using a dataset of 1682 movies and 943 users. Implemented regularization techniques to improve model generalization and minimize overfitting. Enhanced user satisfaction by personalizing movie recommendations based on user preferences, improving engagement.

View Code Python Matlab sklearn Collaborative Filtering Regularized Gradient

A program that read IMU signal to estimate the real-time orientation and reconstruction of the object’s orientation back to 3D space.

View Code MATLAB

This project is an implementation of the classic Checker game with an AI opponent that utilizes the MinMax algorithm for decision making. The MinMax algorithm is a widely-used technique in game theory for determining the best move in a two-player, zero-sum game.

View Code Java javascript Min Max

Developed real-time pose estimation algorithms using OpenPose to track dynamic gymnastics movements. Designed data structures for body points and trajectories with interactive visualization tools, ensuring accuracy and usability. Enhanced algorithms and user interface through testing and feedback from gymnasts and coaches

View Presentation Python OpenPose sklearn OpenCV Caffe

Developed a Java application integrated with SQL to analyze state legislators’ tweets during an election year. Designed and executed SQL queries to extract insights from tweet content, trends, and sentiment. Provided data-driven visualizations to understand the political discourse and its evolution over time.

View Code Java javascript SQL Tweeter JDBC

View Code View Presentation R GENIE3 t SNE UMAP PCA

Python javascript PyTorch Jupyter sklearn Scikit Optimize pandas NumPy

• ML Architecture View Code
• Neural Network View Code
• Karush Kuhn Tucker Condition in SVM View Code
• Fisher’s Linear Discriminant View Code
• Learning Curve View Code
• Decision Tree View Code
• Unsupervised Learning - Clustering and Dimension Reduction View Code
• Classifier View Code
• SVM and Kernel View Code
• Multilayer Perceptron View Code

Python Java PyTorch Jupyter sklearn javascript SQL XG Boost pandas NumPy seaborn SciPy

• Housing Price Prediction with Advanced Algorithm View Code
• Fare and Demand View Code View Presentation
• Database Management Sysytem - Java Database Connectivity (JDBC) View Code
• Database Management Sysytem - Java Server Pages (JSP) View Code
• Database Management System Design View Code
• Advanced Database Management System Research View Code

Java AWS Elastic Load Balancing Amazon S3 Amazon EC2

• Applying Cryptographic Primitives for Secure Communication View Code
• AWS Services, EC2 instance, S3 Bucket View Code
• AWS Virtual Isolation Mechanisms View Code

Python R GENIE3 t SNE UMAP PCA

• Graph and Network Analysis View Code
• Data Visualization: t-SNE, Dimension Reduction View Code
• Data Visualization: PCA, Dimension Reduction View Code
• Network Inference Challenge, Area Under ROC curve (AUC), Bagging: Bootstrap, Data Processing Inequality View Code
• Gene Ontology Experiment View Code
• Whole Cell Model Construction View Code
• DREAM Challenge, Precision and Recall (PR), Receiver Operating Characteristic (ROC), GENIES3, Boolean Network Model View Code

Java

Games

• Backpacker View Code
• Cave Explorer View Code
• Conway’s Game of Life View Code
• Explosion Robot View Code

Mini Projects

• Advanced Iteration Algorithm View Code
• Advanced Strings Manipulation View Code

Real-World Application

• Hello! World View Code
• Atom & Basketball View Code
• Rabbit Population Simulation View Code
• Donut Shop View Code
• Air Pumping View Code
• The Runner View Code
• Texas hold ‘em View Code
• Grader View Code
• Sorting View Code

• Machine Learning with Membership Privacy using Adversarial Regularization

  View Presentation

• Comprehensive Privacy Analysis of Deep Learning:Passive and Active White-box Inference Attacksagainst Centralized and Federated Learning

  View Presentation

• Adversarial Example in Biomech Research

  View Presentation

• Cloud Computing in Healthcare and Privacy

  View Presentation

• Classify individual with Overweight by IMUs Signals

  View Presentation

• Situation Awareness in Falling Prediction and Prevention

  View Presentation

• AI Survey Over Applications of Patient with Stroke

  View Presentation

• Advanced Algorithm

  View Work

• Theory of Computation

  View Work

• Advanced Computation (class content is not allowed to upload)

  Turing Machine (TM) and Prove Computability, Decidability, Countability, Slice and Parameterized of Languages, Enumeration, Universal TM, Prefix TM, Classes and Subset, Quantum Computing

• University Research Excellent 2024 View Certificate

  “The purpose of this award is to recognize the top 10% of graduate students for outstanding research accomplishments as documented in their theses and dissertations.”

• Aspiring Health Professionals Scholarship 2023
• Print & Grace Powers Hudson Scholarship 2023
• Student Travel Bursary at 9th World Congress of Biomechanics 2022
• Biomechanics Student Award at 9th World Congress of Biomechanics 2022
• Print & Grace Powers Hudson Scholarship 2022
• Charlotte and Stanley Herren Graduate Fellowship 2019
• Undergraduate Students Research Papers Published Awards 2019
• Awarded National Funding for Undergraduate Student Research 2015
• Undergraduate Research Project Presentation Award - Third Place 2015

• Reviewer for AAAI Symposium 2024
• Curriculum Developer for DH5160-Analytics AI Health Strategies View My Classroom
• Instructor of Biomechanics Class View My Classroom