Decision Support
❯
Recommend
❯Education - Personalized Learning
AI adaptive learning platform for personalized learning
For:
Students, teachers (content providers), third-party services (via experience API),
academic researchers (sets of eduDATA)
Scope:
2,5 million users [247]
Goal:
Improved Customer Experience
Large Companies
Small Companies
Human Resources - Employee Performance Assessment
For:
Line managers.
Scope:
Creating an insight report for managers carrying out employee performance reports using Text Mining.
Goal:
Improved Employee Efficiency
Large Companies
Entertainment and Media - Content Personalization
For:
Product Management
Scope:
Generating significant lift in conversions and an improved user experience by delivering personalized recommendations and messaging to users of an online platform.
Goal:
Improved Customer Experience, Increase Revenues
Crop Diagnosis & Product Recommendations Through AI
For:
Farmers, Biochemical companies, Crop disease treatment manufacturers
Goal:
Improved Product Development / R&D, Improve Operation Efficiency
Large Companies
Operations - Intelligent Monitoring of Infrastructures
For:
Plant Operators
Scope:
Optimization of thermal efficiency of a power plant using Machine Learning.
Goal:
Improve Operation Efficiency, Improved Employee Efficiency, Reduce costs
Automated threat enrichment intelligence in Cyber security
Goal:
Improve Operation Efficiency
General Public
Education - Personalized Learning
For:
Foreign language learners
Scope:
Keeping foreign language learners engaged with Deep Learning in the Duolingo app.
Goal:
Improved Customer Experience, Increase Revenues
Large Companies
Small Companies
Management - Market Intelligence
For:
Product managers and Marketers.
Scope:
Growing active users for a music streaming service by identifying high-value customer behavior.
Goal:
Improved Customer Experience, Increase Revenues
AI for customers' loss prevention of telecommunication services
For:
Telecommunication companies
Goal:
Improved Customer Experience
General Public
Education - Personalized Learning
For:
Foreign language learnersGoal:
Improved Customer Experience, Increase RevenuesProblem addressed
Personalized learning tailors the pace and focus of instruction to the needs and goals of individual students. As individualizing a curriculum for large numbers of students takes a lot of time and effort, personalized learning is generally supported by technology, much more so than in traditional classrooms.
Learning languages is one topic in particular that requires a deep level of immersion. Keeping learners engaged and motivated over extended periods of time can be challenging. While many language learning websites exist, they can often be poorly implemented.
Scope of use case
Keeping foreign language learners engaged with Deep Learning in the Duolingo app.
Description
A number of AI techniques can be employed to enrich the language learning experience, such as gamification for motivation and automatic speech recognition / text to speech for practicing listening and speaking.
Duolingo is a personalized language learning app with 500 million registered users and 37 million monthly active users1. It offers 95 courses in 38 different languages. Duolingo employs many different applications of AI from an adaptive placement test, intelligent content delivery based on the concept of “spaced repetition” to maximize learning effectiveness, gamification for engagement and speech processing to bring the application to life.
After deploying these deep learning based features Duolingo saw an immediate increase of 2nd day retention of 12%2.
Raw Data
Audio
AI: Perceive
Audio Signal processing
Deep Learning
AI: Understand
Personalize
Recommend
AI: Act