AI PLATFORM FOR KNOWLEDGE INFUSION AND EXPLAINABILITY

Welcome to the future of education!

At Embibe, we have just one mission – to truly personalise education. Because every child deserves it. This has led us to embark on this noblest of journeys to deliver life and learning outcomes for every student! Rooted in consumer behavior, we are leveraging AI to deliver personalised achievement journeys for every student.

Embibe has traversed a long journey from a data-centric product to an AI platform. On this journey, we have realised that the most powerful teams are: 1. Vision Led in understanding student context and obsessed with success; 2. Self-Organising in defining their own agenda; 3. Intellectually Fierce and Globally Conscious in their choices, and 4. Consistently Excellent in their execution.

After exploring a deeply functional organisational structure in engineering, we are now evolving towards a problem-solving team structure that manifests at the platform and backend level as an agile team supporting a unified front-end and augmented by a strong Architect + Principal Engineer + Advisory Group for technical mentoring. This document outlines the problem statement and other aspects of the AI Platform for Knowledge Infusion and Explainability.

THE PROBLEM STATEMENT

We want to develop an AI platform for knowledge infusion and explainability.

THE INSPIRATION

We are inspired by Google Brain.

THE OBJECTIVES

  • To develop models that understand and interpret images
  • Academic content is ‘locked up’ in images
  • Diagrams, equations, symbols, handwritten notes
  • To develop deep learning models so as to extract meaning from images
  • To develop machine vision on videos for concept and relationships identification and tagging

PRODUCT MANIFESTATION OF YOUR EFFORT

  • Image-Based Search
  • Realtime Behaviour Tracking From Video
  • Assets/Content (2D/3D) Smart Tagging
  • Image (Vision) Based Content Deduplication

BUSINESS MANIFESTATION OF YOUR EFFORT

Higher levels of personalization that will result in:

  • More Interactive Experience
  • Higher NPS
  • Higher Word of Mouth
  • Lower Churn

METRICS YOU WILL OWN AND LIVE BY

METRIC NAME UNIT FREQUENCY
Number of Behaviors Supported and Live Number Weekly
Image Search CTR and Top-3 CTR Ratio Weekly
Smart Tagging Accuracy Percentage Weekly
Smart Tagging Number of Parameters Supported Number Weekly
DeDup Accuracy (Image/Video) Percentage Weekly

L1 SKILLS REQUIRED

  • Machine Learning
  • Experience With NLP Technologies and Algorithm
  • Experience Implementing Deep Learning Algorithms
  • Strong Problem-Solving Skills
  • Computer Vision Understanding

To Join the Tribe, send us an email on [email protected]