Machine Learning in Education
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The Presentation I used at AI conference of Ankara University.
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Machine Learning in Education
- 1. Sercan Değirmenci May 2017 MACHINE LEARNING IN EDUCATION
- 2. WHO AM I • An introvert nerd • Co-founder and CTO of Otsimo • Studying at METU • Can code to anything that is programmable
- 3. AGENDA • Otsimo • Rise Of ML • ML in Education • ML in Otsimo
- 4. Mobile education platform for children with autism
- 5. OTSIMO CHILD
- 7. BIG DATA OUT, ML IN • From big data to machine learning hype
- 8. Caffe Theano
- 10. ML IN STARTUPS Motion AIHeyzapThread Yummly 16.32M$ 8M$ 45M$ exit 1M$ 23M$ Knewton 157M$
- 11. ML IN EDUCATION • Applications can be divided into in-class (offline) and online
- 12. IN CLASSROM / OFFLINE • Difficult to collect; data classrooms have limited number of student • ML needs data • Examples: Matching teachers and schools, Grading systems
- 13. ONLINE EDUCATION • Easy to collect data • Easy to apply results of algorithms • Much more applications areas
- 14. ML IN OTSIMO • Otsimo is a small Startup • Build product with minimum afford • Use existing solutions and API’s
- 15. HOW TO LEARN Intro to Machine Learning Andrew Ng: Machine Learning Github Open Source Projects github.com/tensorflow/models and many more
- 16. HOW TO LEARN Intro to Machine Learning Andrew Ng: Machine Learning Github Open Source Projects github.com/tensorflow/models and many more
- 17. TOOLING
- 19. ML AS GAME MECHANIC
- 20. VOICE AS INPUT
- 21. Amazon Echo Dot with Alexa
- 22. REALTIME IMAGE RECOGNITION AS INPUT
- 23. By using open-source tensorflow inception pre-trained modal
- 24. ML AS ADAPTIVE LEARNING TECHNOLOGY
- 25. ADAPTIVE LEARNING • There are different approaches to adaptive learning • Most common is Bayesian KnowledgeTracing • Deep KnowledgeTracing
- 26. DEEP KNOWLEDGE TRACING • From Stanford University researchers • Horizontal Axis is timeseries, Vertical Axis is features • Recurrent Neural Networks to model student learning
- 27. ITEM RESPONSE THEORY • Used by knewton • Knewton claims that its better than DKT • A single number, called the proficiency or ability, represents a student’s knowledge state during the course of completing several assessments
- 29. STORIES
- 31. Verbs Nouns shop applepurchase store shelf Sercan went to shopping to a nearby store. He got some apples on the shelf. He purchased them with the money his mother gave to him.
- 33. THANK YOU