TextMAE Image Compression
TextMAE Image Compression
Design a new model pipeline for image compression, utilizing Vision-Language, Masked Autoencoders and Diffusion models
- MAE, BLIP, stable diffusion
- Pytorch
Intelligent Traffic System
Intelligent Traffic System
Integrated edge-cutting algorithms to detect, classify, and count vehicles, estimate their speeds, and recognize license plates in 2D frames
- YOLOv8, DeepSort, PaddleOCR
- Supervision
Starbucks Customer Behaviors
Starbucks Customer Behaviors
Analyzes Starbucks rewards app data to uncover customer insights, thereby enhancing our understanding of the factors that influence customer engagement with offers.
- Pandas, Matplotlib, Seaborn
- LightGBM Classifier
Vaccine Analytics
Vaccine Analytics
Understand more about the relationship between Vaccine, Patients and Symptoms through VAERS data sets from 1990 to 2022
- Pandas, Matplotlib, Seaborn, Plotly, Dash
- Apriori/Fpgrowth
Disaster Response
Disaster Response
Classified 25k+ real disaster messages to train a model that categorizes real-time messages and sends them to the right relief agency.
- ETL, NLP, ML pipelines
- Flask, SQLite
- HTML, CSS, JavaScript, Bootstrap 3
Airbnb Analytics
Airbnb Analytics
Uncovering the 2022 NYC Airbnb Market: Insights into Popularity, Pricing, and Tourist Behavior
- Pandas, Matplotlib, Seaborn, Plotly, Folium
Family Tree
Family Tree
Built a full-stack web app that enables users to create and share family trees
- Flask, MariaDB
- HTML, CSS, Javascript, Bootstrap 5
- Docker
- REST API, OAuth2
Weather Poller
Weather Poller
Agent periodically collects formatted data via API and stores in DynamoDB, then server provides access to that data via API endpoints.
- Go, DynamoDB, Docker
- AWS (EC2, ECR, ECS, Codebuild, CodePipeline)
Face Emotion Recognition
Face Emotion Recognition
Built a program that detects faces, then analyzes them to determine the kind of emotion being expressed (Angry, Fear, Happy, Sad, Surprise, and Neutral).
- YOLOv5
- ETL Pipeline, CNN, Softmax Regression
Evaluator
Evaluator
A set of Clojure functions that perform symbolic simplification and evaluation of boolean expressions using and, or, and not.
- Clojure
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