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Machine Learning With R | Machine Learning Algorithms | Data Science Training | Edureka

( Data Science Training : https://www.edureka.co/data-science ) <br>This "Machine Learning with R" tutorial by Edureka will help you to understand the core concepts of Machine Learning followed by a very interesting case study on Pokemon Dataset in R. This tutorial will comprise of these topics: <br><br>1. Understanding Machine Learning <br>2. Applications of Machine Learning <br>3. Types of Machine Learning Algorithms <br>4. Case Study on the "Pokemon Dataset" to implement Machine Learning Algorithms <br><br>Subscribe to our channel to get video updates. Hit the subscribe button above. <br><br>Check our complete Data Science playlist here: https://goo.gl/60NJJS <br><br>#LogisticRegression #DataScienceTutorial #DataScienceCourse #DataScience

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Machine Learning With R | Machine Learning Algorithms | Data Science Training | Edureka

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  1. Machine Learning with R Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  2. Agenda Understanding Machine Learning 1 2 Applications of Machine Learning 3 Languages for Machine Learning Types of Machine Learning Algorithms 4 Implementing Machine Learning Algorithms with R 5 www.edureka.co/data-science Data Science Certification Training

  3. Understanding Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  4. Understanding Machine Learning What is this? www.edureka.co/data-science Data Science Certification Training

  5. Understanding Machine Learning How about this? www.edureka.co/data-science Data Science Certification Training

  6. Understanding Machine Learning And this? www.edureka.co/data-science Data Science Certification Training

  7. Understanding Machine Learning How do you know all of these are fish? www.edureka.co/data-science Data Science Certification Training

  8. Understanding Machine Learning Now, how will a computer identify it as a fish? Machine www.edureka.co/data-science Data Science Certification Training

  9. Understanding Machine Learning Fish Fish Fish Machine www.edureka.co/data-science Data Science Certification Training

  10. Understanding Machine Learning Fish New Data Machine Result www.edureka.co/data-science Data Science Certification Training

  11. Applications of Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  12. Applications of Machine Learning www.edureka.co/data-science Data Science Certification Training

  13. Languages for Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  14. Languages for Machine Learning www.edureka.co/data-science Data Science Certification Training

  15. Why R? Functional Programming Turing Complete Open Source Object Oriented www.edureka.co/data-science Data Science Certification Training

  16. Steps in Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  17. Steps in Machine Learning Step 1 Ingesting Data www.edureka.co/data-science Data Science Certification Training

  18. Steps in Machine Learning Data Wrangling Step 1 Step 2 Ingesting Data www.edureka.co/data-science Data Science Certification Training

  19. Steps in Machine Learning Data Wrangling Step 3 Step 1 Step 2 Ingesting Data Train Algorithm www.edureka.co/data-science Data Science Certification Training

  20. Steps in Machine Learning Test Algorithm Data Wrangling Step 3 Step 4 Step 1 Step 2 Ingesting Data Train Algorithm www.edureka.co/data-science Data Science Certification Training

  21. Steps in Machine Learning Test Algorithm Data Wrangling Step 3 Step 4 Step 1 Step 5 Step 2 Ingesting Data Train Algorithm Evaluate Result www.edureka.co/data-science Data Science Certification Training

  22. Types of Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  23. Types of Machine Learning Algorithms www.edureka.co/data-science Data Science Certification Training

  24. Supervised Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  25. Supervised Learning Supervised learning algorithm, learns from a known dataset(training set) to make predictions www.edureka.co/data-science Data Science Certification Training

  26. Supervised Learning I need Training to perform well in the test www.edureka.co/data-science Data Science Certification Training

  27. Classification Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  28. Classification Man Woman www.edureka.co/data-science Data Science Certification Training

  29. Classification – Decision Tree A path from root to leaf represents classification rules Root Node Branch Node Leaf Node www.edureka.co/data-science Data Science Certification Training

  30. Classification Demo Car_Purchase Data-set www.edureka.co/data-science Data Science Certification Training

  31. Regression Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  32. Regression Function: Y=F(X) www.edureka.co/data-science Data Science Certification Training

  33. Regression Demo Diamonds Data-set www.edureka.co/data-science Data Science Certification Training

  34. Unsupervised Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  35. Unsupervised Learning Unsupervised learning algorithm draws inferences from data which does not have labels www.edureka.co/data-science Data Science Certification Training

  36. Unsupervised Learning No training required, we can learn by ourselves www.edureka.co/data-science Data Science Certification Training

  37. Clustering Cluster 1 Cluster 2 Data www.edureka.co/data-science Data Science Certification Training

  38. Clustering Demo Iris Data-set www.edureka.co/data-science Data Science Certification Training

  39. Reinforcement Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  40. Reinforcement Learning Reinforcement learning involves learning ideal behavior through a reward feedback system www.edureka.co/data-science Data Science Certification Training

  41. Reinforcement Learning Eat food, earn points! Hit a monster, lose life! www.edureka.co/data-science Data Science Certification Training

  42. Real World Applications of Reinforcement Learning Manufacturing Robots Autonomous Flying Helicopter Google’s Self Driving Car www.edureka.co/data-science Data Science Certification Training

  43. Machine Learning Case Study Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  44. Case Study on Pokémon Dataset www.edureka.co/data-science Data Science Certification Training

  45. Problem Statement –Task 1 You are a Pokémon trainer who is entering the Jhoto League and have to select one fire, water and grass Pokémon for your fight www.edureka.co/data-science Data Science Certification Training

  46. Problem Statement(Regression)-Task 2 Now, that you have won Jhoto League, you want to understand what are the factors influencing a Pokémon's attack! www.edureka.co/data-science Data Science Certification Training

  47. Problem Statement(Classification)-Task 3 Team Rocket is on a mission to end the world and this time only the Legendary Pokemons can save the world. So, go ahead and catch all the Legendary Pokemon www.edureka.co/data-science Data Science Certification Training

  48. Tasks Performed Select fire, water and grass Pokémons Data Wrangling Find out how does a Pokemon’s defence influence it’s aattack Regression Classify if the Pokémon is legendary or not Classification www.edureka.co/data-science Data Science Certification Training

  49. Summary Copyright © 2017, edureka and/or its affiliates. All rights reserved.

  50. Summary www.edureka.co/data-science Data Science Certification Training

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