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( 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 Copyright © 2017, edureka and/or its affiliates. All rights reserved.
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
Understanding Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Understanding Machine Learning What is this? www.edureka.co/data-science Data Science Certification Training
Understanding Machine Learning How about this? www.edureka.co/data-science Data Science Certification Training
Understanding Machine Learning And this? www.edureka.co/data-science Data Science Certification Training
Understanding Machine Learning How do you know all of these are fish? www.edureka.co/data-science Data Science Certification Training
Understanding Machine Learning Now, how will a computer identify it as a fish? Machine www.edureka.co/data-science Data Science Certification Training
Understanding Machine Learning Fish Fish Fish Machine www.edureka.co/data-science Data Science Certification Training
Understanding Machine Learning Fish New Data Machine Result www.edureka.co/data-science Data Science Certification Training
Applications of Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Applications of Machine Learning www.edureka.co/data-science Data Science Certification Training
Languages for Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Languages for Machine Learning www.edureka.co/data-science Data Science Certification Training
Why R? Functional Programming Turing Complete Open Source Object Oriented www.edureka.co/data-science Data Science Certification Training
Steps in Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Steps in Machine Learning Step 1 Ingesting Data www.edureka.co/data-science Data Science Certification Training
Steps in Machine Learning Data Wrangling Step 1 Step 2 Ingesting Data www.edureka.co/data-science Data Science Certification Training
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
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
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
Types of Machine Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Types of Machine Learning Algorithms www.edureka.co/data-science Data Science Certification Training
Supervised Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Supervised Learning Supervised learning algorithm, learns from a known dataset(training set) to make predictions www.edureka.co/data-science Data Science Certification Training
Supervised Learning I need Training to perform well in the test www.edureka.co/data-science Data Science Certification Training
Classification Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Classification Man Woman www.edureka.co/data-science Data Science Certification Training
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
Classification Demo Car_Purchase Data-set www.edureka.co/data-science Data Science Certification Training
Regression Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Regression Function: Y=F(X) www.edureka.co/data-science Data Science Certification Training
Regression Demo Diamonds Data-set www.edureka.co/data-science Data Science Certification Training
Unsupervised Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Unsupervised Learning Unsupervised learning algorithm draws inferences from data which does not have labels www.edureka.co/data-science Data Science Certification Training
Unsupervised Learning No training required, we can learn by ourselves www.edureka.co/data-science Data Science Certification Training
Clustering Cluster 1 Cluster 2 Data www.edureka.co/data-science Data Science Certification Training
Clustering Demo Iris Data-set www.edureka.co/data-science Data Science Certification Training
Reinforcement Learning Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Reinforcement Learning Reinforcement learning involves learning ideal behavior through a reward feedback system www.edureka.co/data-science Data Science Certification Training
Reinforcement Learning Eat food, earn points! Hit a monster, lose life! www.edureka.co/data-science Data Science Certification Training
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
Machine Learning Case Study Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Case Study on Pokémon Dataset www.edureka.co/data-science Data Science Certification Training
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
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
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
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
Summary Copyright © 2017, edureka and/or its affiliates. All rights reserved.
Summary www.edureka.co/data-science Data Science Certification Training
