Information Engine for Data Analysis

Project scope
Categories
Software development Machine learning Artificial intelligence DatabasesSkills
machine learning recommender systemsWe want to build an AI model to help internal users and customers turn transactional data into meaningful information using natural language queries. The project will use LangChain, OpenAI, and internal data (Postgres SQL) to build a search engine that internal employees and customers can query to get insights about the data. For example, someone can ask: "How many people on scheduled to work at X location on Y date?" or "What is the fulfillment rate at X company and Y location for the month of Z?"
By the end of the project, students should demonstrate:
- Knowledge of AI, ML, and natural language queries
- Understanding of databases
- Understanding of LangChain technology and OpenAI
Bonus steps would include:
- Testing prototype models with users and iterating designs to improve them
Final deliverables should include
- Code developed for the recommendation model.
- Recommendations supporting the model’s validity, which may be assessed subjectively.
- A written report describing the technologies that were used, the challenges that were faced, the model’s final outcomes, and recommendations for the project’s next steps.
Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.
Sharing knowledge in specific technical skills, techniques, methodologies required for the project.
Direct involvement in project tasks, offering guidance, and demonstrating techniques.
Providing access to necessary tools, software, and resources required for project completion.
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.
About the company
Flexie creates a world that gives people flexibility and freedom to succeed and thrive. Our platform allows people (students and adults) to find jobs that match their lifestyles, interests, and aspirations while helping companies streamline finding untapped talent and adapt to evolving patterns in the workforce.