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FreeFuse
Woodland Hills, California, United States
Mike Liu
CEO
(1)
4
Project
Academic experience
200 hours of work total
Learner
Anywhere
Advanced level

Project scope

Categories
Data analysis Data modelling Software development Machine learning Data science
Skills
mockup python (programming language) angular (web framework) microservices user experience (ux) node.js (javascript library) behavioral pattern database schema
Details

FreeFuse content is navigated in non-linear paths. This project will analyze those user journeys and develop a clustering engine that groups viewers into segments based on interaction styles. These clusters will enable real-time content personalization and adaptive UX.

Students will build a backend microservice to identify behavioral patterns and build content delivery logic for distinct personas.

Deliverables
  • Backend clustering microservice (Python + Node.js)
  • Database schema for clustered user data
  • Angular-based visualization of user paths
  • Integration mockup into FreeFuse’s personalization module
  • Final report on optimization opportunities
Mentorship
Domain expertise and knowledge

Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

Supported causes

The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.

Decent work and economic growth

About the company

Company
Woodland Hills, California, United States
11 - 50 employees
Technology, Education, Marketing & advertising, It & computing, Media & production
Representation
Minority-Owned Women-Owned Neurodivergent-Owned Community-Focused

FreeFuse aims to address the problem of low engagement, conversions, brand recognition, and brand loyalty by focusing on delivering personalized, engaging, and relevant digital experiences for users.