1. Introduction to Artificial Intelligence

  • Agenda
  • 1. What is Intelligence ?
  • 2. Difference between Natural and Artificial Intelligence
  • 3. Definition of Artificial Intelligence
  • 4. Artificial Intelligence in Automobile Industry, Medical Field , Educational Sector etc
  • 5. Artificial Intelligence usage in search engines like Amazon Kindle, iTunes and Facebook Photo tag

2 : Road Map to Artificial Intelligence (Pre-requisites)​​

  • Agenda
  • 1. Sample Scenario of Natural Intelligence
  • 2. Road Map to Artificial Intelligence
  • 3. Programming Language Requirement
  • 4. Mathematical Knowledge Requirement

3. Road Map to Artificial Intelligence Part 2 (Pre-requisites)​

  • Agenda
  • 1. What is Algorithm?
  • 2. List of Machine Learning Algorithm
  • 3. List of Machine Learning Tool/Engine/Framework
  • 4. AI Case Study
  • 5. Conclusion

4 . Introduction to Machine Learning​

  • Agenda
  • 1. Practical Scenario for Machine Learning
  • 2. How to do Product Analysis?
  • 3. How to do Algorithm Planning?
  • 4. Definition of Machine learning
  • 5. Types of Machine Learning

5. Supervised Learning ​

  • Agenda
  • 1. Definition of ML
  • 2. How Supervised Learning works?
  • 3. Definition of Supervised learning
  • 4. Difference between Classification vs Regression Model
  • 5. List of Classification Algorithms
  • 6. List of Regression Algorithms
  • 7. Sample output of Classification and Regression Model
  • 8. How to choose Algorithm for your Project?

6. UnSupervised Learning

  • Agenda
  • 1. Overview on Supervised Learning Scenario
  • 2. How Unsupervised Learning works?
  • 3. K-Means Cluster Algorithm Simulation
  • 4. Definition of Unsupervised Learning
  • 5. List of Unsupervised Learning Algorithm
  • 6. Clustering vs Dimensionality Reduction Examples

7. Reinforcement Learning ​

  • Agenda
  • 1. Teaching Chess Game to a kid
  • 2. Reinforcement Learning Process using Chess Game
  • 3. Deep Blue Case Study
  • 4. Reinforcement Learning Process using Mario Game
  • 5. Definition of Reinforcement Learning
  • 6. Types of Tasks
  • 7. Types of Learning
  • 8. Exploration trade off
  • 9. List of Reinforcement Algorithms
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