Machine Learning Full Course - Learn Machine Learning 10 Hours _ Machine Learning Tutorial

00:00 Introduction 2:47 What is Machine Learning? 4:08 AI vs ML vs Deep Learning 5:43 How does Machine Learning works? 6:18 Types of Machine Learning 6:43 Supervised Learning 8:38 Supervised Learning Examples 11:49 Unsupervised Learning 13:54 Unsupervised Learning Examples 16:09 Reinforcement Learning 18:39 Reinforcement Learning Examples 19:34 AI vs Machine Learning vs Deep Learning 22:09 Examples of AI 23:39 Examples of Machine Learning 25:04 What is Deep Learning? 25:54 Example of Deep Learning 27:29 Machine Learning vs Deep Learning 33:49 Jupyter Notebook Tutorial 34:49 Installation 50:24 Machine Learning Tutorial 51:04 Classification Algorithm 51:39 Anomaly Detection Algorithm 52:14 Clustering Algorithm 53:34 Regression Algorithm 54:14 Demo: Iris Dataset 1:12:11 Stats & Probability for Machine Learning 1:16:16 Categories of Data 1:16:36 Qualitative Data 1:17:51 Quantitative Data 1:20:55 What is Statistics? 1:23:25 Statistics Terminologies 1:24:30 Sampling Techniques 1:27:15 Random Sampling 1:28:05 Systematic Sampling 1:28:35 Stratified Sampling 1:29:35 Types of Statistics 1:32:21 Descriptive Statistics 1:37:36 Measures of Spread 1:44:01 Information Gain & Entropy 1:56:08 Confusion Matrix 2:00:53 Probability 2:03:19 Probability Terminologies 2:04:55 Types of Events 2:05:35 Probability of Distribution 2:10:45 Types of Probability 2:11:10 Marginal Probability 2:11:40 Joint Probability 2:12:35 Conditional Probability 2:13:30 Use-Case 2:17:25 Bayes Theorem 2:23:40 Inferential Statistics 2:24:00 Point Estimation 2:26:50 Interval Estimate 2:30:10 Margin of Error 2:34:20 Hypothesis Testing 2:41:25 Supervised Learning Algorithms 2:42:40 Regression 2:44:05 Linear vs Logistic Regression 2:49:55 Understanding Linear Regression Algorithm 3:11:10 Logistic Regression Curve 3:18:34 Titanic Data Analysis 3:58:39 Decision Tree 3:58:59 what is Classification? 4:01:24 Types of Classification 4:08:35 Decision Tree 4:14:20 Decision Tree Terminologies 4:18:05 Entropy 4:44:05 Credit Risk Detection Use-case 4:51:45 Random Forest 5:00:40 Random Forest Use-Cases 5:04:29 Random Forest Algorithm 5:16:44 KNN Algorithm 5:20:09 KNN Algorithm Working 5:27:24 KNN Demo 5:35:05 Naive Bayes 5:40:55 Naive Bayes Working 5:44:25Industrial Use of Naive Bayes 5:50:25 Types of Naive Bayes 5:51:25 Steps involved in Naive Bayes 5:52:05 PIMA Diabetic Test Use Case 6:04:55 Support Vector Machine 6:10:20 Non-Linear SVM 6:12:05 SVM Use-case 6:13:30 k Means Clustering & Association Rule Mining 6:16:33 Types of Clustering 6:17:34 K-Means Clustering 6:17:59 K-Means Working 6:21:54 Pros & Cons of K-Means Clustering 6:23:44 K-Means Demo 6:28:44 Hierarchical Clustering 6:31:14 Association Rule Mining 6:34:04 Apriori Algorithm 6:39:19 Apriori Algorithm Demo 6:43:29 Reinforcement Learning 6:46:39 Reinforcement Learning: Counter-Strike Example 6:53:59 Markov's Decision Process 6:58:04 Q-Learning 7:02:39 The Bellman Equation 7:12:14 Transitioning to Q-Learning 7:17:29 Implementing Q-Learning 7:23:33 Machine Learning Projects 7:38:53 Who is a ML Engineer? 7:39:28 ML Engineer Job Trends 7:40:43 ML Engineer Salary Trends 7:42:33 ML Engineer Skills 7:44:08 ML Engineer Job Description 7:45:53 ML Engineer Resume 7:54:48 Machine Learning Interview Questions SOME OF THE USEFULL COURSES IN MINIMAL PRICES TO ENHANCE YOUR SKILLS. Complete Android App development - https://courses.wscubetech.com/s/store/courses/description/62eb71c70cf2d187e0aaace1--android-app-development-certification-course-java-kotlin?affCode=N3KN2I C++ programming language (Basic to Advanced) - https://courses.wscubetech.com/s/store/courses/description/5ee0cd020cf2a9ef14d97beb--C-plus-plus-Programming-from-Beginner-to-Beyond?affCode=N3KN2I All about mastery in C programming language - https://courses.wscubetech.com/s/store/courses/description/5e8591d60cf24949dec2c88f--All-about-Mastery-in-C-Programming-Course?affCode=N3KN2I Complete Ethical Hacking and Penetration -https://courses.wscubetech.com/s/store/courses/description/60cc4bac0cf23b21faf4f153--Ethical-Hacking-Mastery-Course?affCode=N3KN2I Web Development certification course - https://courses.wscubetech.com/s/store/courses/description/606b158f0cf2ff7130547e44--Web-Development-Masterclass-Complete-Certificate-Course?affCode=N3KN2I Complete Front-End web development - https://courses.wscubetech.com/s/store/courses/description/5f5338c60cf2d7d974471146--The-Complete-Front-End-Web-Development-Course-1599289542591?affCode=N3KN2I Javascript for beginners learn step by step - https://courses.wscubetech.com/s/store/courses/description/5f4f8a0c0cf244357e65e13b--JavaScript?affCode=N3KN2I R programming language for Machine learning and Data science - https://courses.wscubetech.com/s/store/courses/description/5efe18cd0cf2f8f537be1141--R-Programming-For-Machine-Learning-and-Data-Science?affCode=N3KN2I ********************************THANKS FOR WATCHING********************************