This Machine Learning basics video will help you understand what is Machine Learning, what are the types of Machine Learning - supervised, unsupervised & reinforcement learning

What will i learn?

- Master the concepts of supervised, unsupervised and reinforcement learning concepts and modeling.
- Gain practical mastery over principles, algorithms, and applications of Machine Learning through a hands-on approach which includes working on 28 projects and one capstone project.
- Acquire a thorough knowledge of the mathematical and heuristic aspects of Machine Learning.
- Understand the concepts and operation of support vector machines, kernel SVM, naive Bayes, decision tree classifier, random forest classifier, logistic regression, K-nearest neighbors, K-means clustering and more.
- Be able to model a wide variety of robust Machine Learning algorithms including deep learning, clustering, and recommendation systems

Curriculum for this course

52 Lessons
33:17:43

Section 1

10 Lessons
11:07:41 Hours

- Machine Learning Basics | What Is Machine Learning? | Introduction To Machine Learning | Simplilearn 00:07:52
- Machine Learning In 5 Minutes | Machine Learning Introduction |What Is Machine Learning |Simplilearn 00:04:38
- What Is Machine Learning? | What Is Machine Learning And How Does It Work? | Simplilearn 00:09:17
- Machine Learning Full Course | Learn Machine Learning | Machine Learning Tutorial | Simplilearn 06:21:33
- Machine Learning Tutorial Part - 1 | Machine Learning Tutorial For Beginners Part - 1 | Simplilearn 01:02:40
- Machine Learning Tutorial Part - 2 | Machine Learning Tutorial For Beginners Part - 2 | Simplilearn 00:57:13
- Machine Learning vs Deep Learning vs Artificial Intelligence | ML vs DL vs AI | Simplilearn 00:27:57
- Supervised and Unsupervised Learning In Machine Learning | Machine Learning Tutorial | Simplilearn 00:09:40
- Machine Learning Algorithms | Machine Learning Tutorial | Data Science Algorithms | Simplilearn 01:11:05
- Linear Regression Analysis | Linear Regression in Python | Machine Learning Algorithms | Simplilearn 00:35:46

Section 2

10 Lessons
05:15:26 Hours

- Linear Regression in R | Linear Regression in R With Example | Data Science Algorithms | Simplilearn 00:30:32
- Logistic Regression | Logistic Regression in Python | Machine Learning Algorithms | Simplilearn 00:38:17
- Logistic Regression in R | Logistic Regression in R Example | Data Science Algorithms | Simplilearn 00:19:31
- Decision Tree Algorithm With Example | Decision Tree In Machine Learning | Data Science |Simplilearn 00:32:40
- Decision Tree In R | Decision Tree Algorithm | Data Science Tutorial | Machine Learning |Simplilearn 00:46:21
- Random Forest Algorithm - Random Forest Explained | Random Forest in Machine Learning | Simplilearn 00:45:35
- Random Forest In R | Random Forest Algorithm | Random Forest Tutorial |Machine Learning |Simplilearn 00:27:01
- KNN Algorithm - How KNN Algorithm Works With Example | Data Science For Beginners | Simplilearn 00:27:43
- Support Vector Machine - How Support Vector Machine Works | SVM In Machine Learning | Simplilearn 00:26:43
- Support Vector Machine in R | SVM Algorithm Example | Data Science With R Tutorial | Simplilearn 00:21:03

Section 3

10 Lessons
05:07:40 Hours

- Naive Bayes Classifier | Naive Bayes Algorithm | Naive Bayes Classifier With Example | Simplilearn 00:43:45
- K Means Clustering Algorithm | K Means Clustering Example | Machine Learning Algorithms |Simplilearn 00:50:17
- Hierarchical Clustering | Hierarchical Clustering in R |Hierarchical Clustering Example |Simplilearn 00:44:05
- Time Series Analysis - 1 | Time Series in Excel | Time Series Forecasting | Data Science|Simplilearn 00:32:49
- Time Series Analysis - 2 | Time Series in R | ARIMA Model Forecasting | Data Science | Simplilearn 00:26:17
- https://youtu.be/HKcO3-6TYr0 00:05:22
- How to Become A Machine Learning Engineer | How To Learn Machine Learning | Simplilearn 00:09:44
- Machine Learning Engineer Salary, Roles And Responsibilities, Skills and Resume | Simplilearn 00:18:44
- A Brief History Of Machine Learning | Machine Learning For Beginners | Simplilearn 00:03:33
- Machine Learning Interview Questions And Answers | Data Science Interview Questions | Simplilearn 01:13:04

Section 4

10 Lessons
06:27:31 Hours

- Machine Learning Tutorial | Machine Learning Basics | Machine Learning Algorithms | Simplilearn 00:34:52
- Machine Learning With Python | Machine Learning Tutorial | Python Machine Learning | Simplilearn 00:55:32
- Deep Learning In 5 Minutes | What Is Deep Learning? | Deep Learning Explained Simply | Simplilearn 00:05:52
- What is Deep Learning? | Introduction to Deep Learning | Deep Learning Tutorial | Simplilearn 00:38:06
- Deep Learning Tutorial | Deep Learning TensorFlow | Deep Learning With Neural Networks | Simplilearn 01:10:51
- Deep Learning Tutorial - Part 2 | TensorFlow Object Detection | TensorFlow Tutorial | Simplilearn 00:12:08
- What is a Neural Network? | How Deep Neural Networks Work | Neural Network Tutorial | Simplilearn 00:13:06
- Neural Network Tutorial | Artificial Neural Network Tutorial | Deep Learning Tutorial | Simplilearn 00:53:55
- What is TensorFlow? | Introduction to TensorFlow | TensorFlow Tutorial for Beginners | Simplilearn 01:14:25
- Installing TensorFlow on Ubuntu | How to Install TensorFlow on Ubuntu | Simplilearn 00:28:44

Section 5

10 Lessons
04:44:19 Hours

- TensorFlow Tutorial | Deep Learning with TensorFlow | TensorFlow Tutorial for Beginners |Simplilearn 00:59:28
- TensorFlow Object Detection API Tutorial | Object Detection API | TensorFlow Tutorial | Simplilearn 00:11:25
- Recurrent Neural Network (RNN) Tutorial | RNN LSTM Tutorial | Deep Learning Tutorial | Simplilearn 00:59:21
- Convolutional Neural Network Tutorial (CNN) | How CNN Works | Deep Learning Tutorial | Simplilearn 01:03:56
- Deep Learning Interview Questions And Answers | AI & Deep Learning Interview Questions | Simplilearn 00:45:15
- What is Machine Learning? | Machine Learning Tutorial | Machine Learning Basics | Simplilearn 00:19:21
- Artificial Intelligence & the Future - Rise of AI (Elon Musk, Bill Gates, Sundar Pichai)|Simplilearn 00:04:52
- How To Become An Artificial Intelligence Engineer | AI Engineer Career Path And Skills | Simplilearn 00:07:34
- How Does Netflix Work? | How Netflix Uses Machine Learning | Machine Learning Use Cases |Simplilearn 00:03:20
- Top Technologies To Expect In 2020 | Trending Technologies In IT Industry 2020 | Simplilearn 00:09:47

Section 6

2 Lessons
00:35:06 Hours

- Self Driving Cars - The Future Of Autonomous Vehicles & Transportation | Google Waymo | Simplilearn 00:04:02
- https://youtu.be/sHWKN5dakPw 00:31:04

Requirements

- Just some high school mathematics level.

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Description

This Machine Learning basics video will help you understand what is Machine Learning, what are the types of Machine Learning - supervised, unsupervised & reinforcement learning, how Machine Learning works with simple examples, and will also explain how Machine Learning is being used in various industries. Machine learning is a core sub-area of artificial intelligence; it enables computers to get into a mode of self-learning without being explicitly programmed. When exposed to new data, these computer programs are enabled to learn, grow, change, and develop by themselves. So, put simply, the iterative aspect of machine learning is the ability to adapt to new data independently. This is possible as programs learn from previous computations and use “pattern recognition” to produce reliable results. Machine learning is starting to reshape how we live, and it’s time we understood what it is and why it matters. Now, let us deep dive into this short video and understand the basics of Machine Learning.

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