Arun Manglick - Artificial Intelligence & Machine/Deep Learning
Sunday, July 16, 2017
Part 8: Deep Learning
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Deep Learning is the most exciting and powerful branch of Machine Learning. Geoffrey Hinton is the god father of Deep Learning. Is a Bri...
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Friday, July 14, 2017
Part 7: Natural Language Processing
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Natural Language Processing (or NLP) is applying Machine Learning models to text and language. NLP refers to AI method of communicating wi...
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Thompson Sampling
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Basics: In artificial intelligence, Thompson sampling is a heuristic for choosing actions that addresses the exploration-exploitation dil...
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Wednesday, July 12, 2017
Upper Confidence Bound (UCB)
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Basics: Multi-Armed Bandit Problem: In probability theory, the Multi-Armed Bandit Problem (sometimes called the K-[1] or N-armed bandi...
Part 6: Reinforcement Learning
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Reinforcement Learning is a branch of Machine Learning, also called Online Learning. It is used to Solve Interacting Problems where the d...
Eclat
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Basics: This is similar to Apriori, but simple, in the sense that it has only component 'Support' (and not Confidence and Lift). ...
Tuesday, July 11, 2017
Apriori
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Basics: Apriori is an algorithm for frequent item set mining and Association Rule Learning over transactional databases. The Apriori algo...
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