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Machine Learning From beginner to advanced

Track :

Programming

Lessons no : 107

For Free Certificate After Complete The Course

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What will you learn in this course?
  • Develop foundational understanding of machine learning algorithms and concepts for practical AI applications
  • Implement supervised, unsupervised, and reinforcement learning techniques for real-world data analysis
  • Apply data preprocessing, feature engineering, and model selection to improve machine learning model accuracy
  • Evaluate machine learning models using metrics like accuracy, precision, recall, and F1 score for optimal performance
  • Utilize Python libraries such as scikit-learn, TensorFlow, and Keras for building machine learning models
  • Design and deploy machine learning solutions for business problems in finance, healthcare, and marketing
  • Analyze large datasets to identify patterns, trends, and insights using advanced machine learning methods
  • Optimize hyperparameters and tune models to enhance predictive accuracy and robustness
  • Integrate machine learning models into applications and systems for automation and decision-making
  • Understand ethical considerations and biases in machine learning to ensure fair and responsible AI deployment
  • Develop deep learning models, including neural networks, for complex pattern recognition tasks
  • Implement natural language processing (NLP) techniques for text analysis and language understanding
  • Apply unsupervised learning methods like clustering and dimensionality reduction for data segmentation
  • Create predictive models for forecasting and trend analysis in various industries
  • Utilize transfer learning and model fine-tuning to accelerate machine learning projects
  • Assess the scalability and deployment strategies for machine learning models in production environments

How to Get The Certificate

  • You must have an account Register
  • Watch All Lessons
  • Watch at least 50% of Lesson Duration
  • you can follow your course progress From Your Profile
  • You can Register With Any Course For Free
  • The Certificate is free !
Lessons | 107
The Best Line Quiz Georgia Tech Machine Learning
00:02:20

The Best Line Quiz Georgia Tech Machine Learning
The Best Line Quiz Solution Georgia Tech Machine Learning
00:05:44

The Best Line Quiz Solution Georgia Tech Machine Learning
Support Vector Machine Georgia Tech Machine Learning
00:10:03

Support Vector Machine Georgia Tech Machine Learning
Distance Between Planes Quiz Georgia Tech Machine Learning
00:00:49

Distance Between Planes Quiz Georgia Tech Machine Learning
Distance Between Planes Quiz Solution Georgia Tech Machine Learning
00:07:16

Distance Between Planes Quiz Solution Georgia Tech Machine Learning
Still Support Vector Machines Georgia Tech Machine Learning
00:06:29

Still Support Vector Machines Georgia Tech Machine Learning
Still More Support Vector Machines Georgia Tech Machine Learning
00:02:37

Still More Support Vector Machines Georgia Tech Machine Learning
Optimal Separator Quiz Georgia Tech Machine Learning
00:01:12

Optimal Separator Quiz Georgia Tech Machine Learning
Optimal Separator Quiz Solution Georgia Tech Machine Learning
00:03:16

Optimal Separator Quiz Solution Georgia Tech Machine Learning
Linearly Married Georgia Tech Machine Learning
00:06:57

Linearly Married Georgia Tech Machine Learning
What is the Output Quiz Georgia Tech Machine Learning
00:00:44

What is the Output Quiz Georgia Tech Machine Learning
What is the Output Quiz Solution Georgia Tech Machine Learning
00:08:41

What is the Output Quiz Solution Georgia Tech Machine Learning
Kernel Georgia Tech Machine Learning
00:06:34

Kernel Georgia Tech Machine Learning
Summary Georgia Tech Machine Learning
00:03:17

Summary Georgia Tech Machine Learning
Back to Boosting Georgia Tech Machine Learning
00:09:23

Back to Boosting Georgia Tech Machine Learning
Boosting Tends to Overfit Quiz Georgia Tech Machine Learning
00:01:57

Boosting Tends to Overfit Quiz Georgia Tech Machine Learning
Boosting Tends to Overfit Quiz Solution Georgia Tech Machine Learning
00:06:32

Boosting Tends to Overfit Quiz Solution Georgia Tech Machine Learning
Summary For Real Georgia Tech Machine Learning
00:00:29

Summary For Real Georgia Tech Machine Learning
Computational Learning Theory Quiz Georgia Tech Machine Learning
00:02:37

Computational Learning Theory Quiz Georgia Tech Machine Learning
Computational Learning Theory Quiz Solution Georgia Tech Machine Learning
00:02:23

Computational Learning Theory Quiz Solution Georgia Tech Machine Learning
Learning Theory Georgia Tech Machine Learning
00:01:56

Learning Theory Georgia Tech Machine Learning
Resources in Machine Learning Quiz Georgia Tech Machine Learning
00:00:39

Resources in Machine Learning Quiz Georgia Tech Machine Learning
Resources in Machine Learning Quiz Solution Georgia Tech Machine Learning
00:01:44

Resources in Machine Learning Quiz Solution Georgia Tech Machine Learning
Defining Inductive Learning Georgia Tech Machine Learning
00:03:46

Defining Inductive Learning Georgia Tech Machine Learning
Selecting Training Examples Georgia Tech Machine Learning
00:02:26

Selecting Training Examples Georgia Tech Machine Learning
Teaching Via 20 Questions Quiz Georgia Tech Machine Learning
00:01:38

Teaching Via 20 Questions Quiz Georgia Tech Machine Learning
Teaching Via 20 Questions Quiz Solution Georgia Tech Machine Learning
00:02:45

Teaching Via 20 Questions Quiz Solution Georgia Tech Machine Learning
The Learner Quiz Georgia Tech Machine Learning
00:01:09

The Learner Quiz Georgia Tech Machine Learning
The Learner Quiz Solution Georgia Tech Machine Learning
00:04:50

The Learner Quiz Solution Georgia Tech Machine Learning
Teacher With Constrained Queries Georgia Tech Machine Learning
00:02:34

Teacher With Constrained Queries Georgia Tech Machine Learning
Reconstructing Hypothesis Quiz Georgia Tech Machine Learning
00:00:46

Reconstructing Hypothesis Quiz Georgia Tech Machine Learning
Reconstructing Hypothesis Quiz Solution Georgia Tech Machine Learning
00:04:13

Reconstructing Hypothesis Quiz Solution Georgia Tech Machine Learning
Learner With Constrained Queries Georgia Tech Machine Learning
00:07:31

Learner With Constrained Queries Georgia Tech Machine Learning
Learner With Mistake Bounds Georgia Tech Machine Learning
00:07:15

Learner With Mistake Bounds Georgia Tech Machine Learning
Definitions Georgia Tech Machine Learning
00:02:59

Definitions Georgia Tech Machine Learning
Version Spaces Georgia Tech Machine Learning
00:01:29

Version Spaces Georgia Tech Machine Learning
Terminology Quiz Georgia Tech Machine Learning
00:01:31

Terminology Quiz Georgia Tech Machine Learning
Terminology Quiz Solution Georgia Tech Machine Learning
00:02:13

Terminology Quiz Solution Georgia Tech Machine Learning
Error of h Georgia Tech Machine Learning
00:01:35

Error of h Georgia Tech Machine Learning
PAC Learning Georgia Tech Machine Learning
00:02:44

PAC Learning Georgia Tech Machine Learning
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Artificial intelligence is a technology that enables a machine to simulate human behavior. Machine learning is a subset of AI which allows a machine to automatically learn from past data without programming explicitly .