Convert Chat Threads into a Vector Database (AI/ML & LLM)
Project scope
Categories
Data modelling Machine learning Artificial intelligenceSkills
machine learning artificial intelligence content creation research usabilityDifferentMatters is developing the latest methodology and application to help everyday people find a sense of belonging. In order to accelerate our pace to market, we need to create content specific to our IP so that our application then becomes a portal to unique experiences for each individual.
We would like to collaborate with students to apply the latest artificial intelligence (AI) and machine learning (ML) techniques to our existing dataset. Students will develop an AI / ML model that will create a vector database to support our development of content, and eventually lead to user-content access as our platform evolves.
This will involve several different steps for the students, including:
- Conducting background research on the simplest way to create our database for usability by non-technical users.
- Analyzing our current dataset.
- Researching the latest AI / ML techniques and how they could be applied to our data.
- Developing an AI / ML model that provides unique outcomes or insights into our data.
- Providing multiple solutions that can be applied to solve the same problem.
By the end of the project, students should demonstrate:
- Understanding of the available dataset
- Understanding of the latest AI / ML techniques
- Identification of ways in which AI / ML can be applied to our company
Final deliverables should include
- Vector database ready to use with chat threads converted to embeddings
- A final report on the dataset, the problem solved, methodologies and approaches, outcomes and results, and recommended next steps.
- Source materials such as code and workbooks including user manual.
Final deliverables are required by February 1 2024.
Students will connect directly on a weekly basis with us for mentorship throughout the project. We will be able to provide answers to questions such as:
- Our current products and applications of AI / ML
- The current data set and guidance in navigating it
- How our business intends to evolve using our Vector Database
- Input on choices, problems or anything else the students might encounter.
Supported causes
Good health and well-beingAbout the company
DifferentMatters is on a mission to help everyday people find connection in a disconnected world.
We use the latest in proven behaviour science to give people the tools to reduce stress and overwhelm, improve the choices they make and build confidence in who they truly are and how they show up in the world.
By blending human psychology, instructional training, executive coaching, and easy-to-use technology, our process has helped thousands of people use their agency, space, and voice to get better results and live better lives.