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Introduction to Semantic Technology and AI
How to accelerate our abilities to learn?
There are two main approaches offered by AI: supervised learning and unsupervised learning.
At ITU we focus more on supervised learning.
Our Patented Technology increases efficiency of an enterprise in education, medical, project development, and more fields. The platform is implemented as Business Architecture Sandbox for Enterprise (BASE) with a rich set of services. The services are enhanced with AI components providing Conversational Semantic Decision Support (CSDS).
Read more about this approach in the section below, Introduction to Semantic Technology and AI.
The other approach is unsupervised or machine learning, often named as Deep Learning.
Michael Elad: "Sparse Modeling in Image Processing and Deep Learning"
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Or
https://www.youtube.com/watch?v=2bW4TkfTk-M
Naftali Tishby - The Information Bottleneck View of Deep Learning: Why do we need it? <== I mentioned Tishby.
https://www.youtube.com/watch?v=utvIaZ6wYuw
Eli Yablonovitch: Deep Learning; the Reincarnation of Analog Computing
https://www.youtube.com/watch?v=tKas6UuJWZ0
Learning fast approximations of sparse coding
https://dl.acm.org/doi/abs/10.5555/3104322.3104374
Dave Patterson Evaluation of the Tensor Processing Unit
https://www.youtube.com/watch?v=fhHAArxwzvQ
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