AI solution for Edtech organization – i-Cubes

HOW-EDTECH-CAN-BRIDGE-EDUCATIONAL-DISPARITIES

Case studies

AI solution for Edtech organization

#AI #EducationTechnology

Client:

Edtech startup working with enterprises and schools to improve the way education is delivered to people from all walks of life.

20Years

Proven Track Record

98%

Customer Satisfaction

15Projects

We Have Completed

3Mins

Average Answer Time

Problem:

Customer was using zoom to deliver its courses to students in a virtual environment. They wanted a mechanism to create a transcript of the discussion that happened in classroom for kids to refer to later. They also wanted to to tag key actions to be taken by the students.

Solution:

Whisper model deployed for automatic speech recognition and transcript creation
Embeddings and transcripts stored in custom database
Llama V2 LLM used to retrieve key actions and provide insights using object identification
Interactive chat provided for retrieval of information from transcripts using RAG
Open Source foundational models are fine-tuned using contextual data
Models are hosted in their own data center, inference endpoints are exposed as APIs
Models are kept up to date using AIOPs

Benefits:

Enable differently abled person to follow the courseware
Ability to identify action items helps tutors keep track of tasks
Ability retrieve the information at will helps ease of use for tutors as well students
Enhanced customer experience

Choice of LLM is left to the customer, solution is validated using 3 methods, hosted, API & our own
Vector databases and embeddings are used to ensure LLMs do not hallucinate and provide accurate results
Orchestration uses a mix of custom python code for most tasks with langchain being used for specific use cases where chaining makes sense

Case Studies/Success Stories