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Machine Learning Supervised Learning

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Track :

Programming

Lessons no : 112

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What will you learn in this course?
  • Develop and implement supervised learning algorithms for predictive modeling and data analysis using labeled datasets
  • Apply techniques like regression and classification to solve real-world problems in finance, healthcare, and marketing
  • Evaluate model performance using metrics such as accuracy, precision, recall, and F1 score in supervised learning tasks
  • Preprocess and clean labeled data to improve machine learning model accuracy and robustness
  • Select appropriate supervised learning models based on problem type and data characteristics
  • Tune hyperparameters to optimize supervised learning model performance in various applications
  • Utilize Python libraries like scikit-learn for building and deploying supervised learning models
  • Interpret model outputs and insights to support decision-making in business and research contexts
  • Identify common challenges in supervised learning, including overfitting and underfitting, and apply mitigation strategies
  • Implement cross-validation techniques to validate supervised learning models effectively
  • Understand the theoretical foundations of supervised learning algorithms such as decision trees, SVMs, and neural networks
  • Apply feature engineering techniques to enhance model accuracy and reduce dimensionality in labeled datasets
  • Design workflows for supervised learning projects from data collection to model deployment
  • Compare supervised learning algorithms to select the most suitable model for specific tasks
  • Integrate supervised learning models into real-time systems for predictive analytics and automation
  • Explain the ethical considerations and potential biases in supervised machine learning models

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Lessons | 112
Supervised Learning Georgia Tech Machine Learning
00:02:03

Supervised Learning Georgia Tech Machine Learning
Induction and Deduction Georgia Tech Machine Learning
00:03:13

Induction and Deduction Georgia Tech Machine Learning
Unsupervised Learning Georgia Tech Machine Learning
00:04:24

Unsupervised Learning Georgia Tech Machine Learning
Reinforcement Learning Georgia Tech Machine Learning
00:04:05

Reinforcement Learning Georgia Tech Machine Learning
Comparison of These Parts of ML Georgia Tech Machine Learning
00:05:15

Comparison of These Parts of ML Georgia Tech Machine Learning
Difference between Classification and Regression Georgia Tech Machine Learning
00:03:29

Difference between Classification and Regression Georgia Tech Machine Learning
Supervised Learning Quiz Georgia Tech Machine Learning
00:01:27

Supervised Learning Quiz Georgia Tech Machine Learning
Supervised Learning Quiz Quiz Solution Georgia Tech Machine Learning
00:04:02

Supervised Learning Quiz Quiz Solution Georgia Tech Machine Learning
Classification Learning One Georgia Tech Machine Learning
00:03:26

Classification Learning One Georgia Tech Machine Learning
Classification Learning Two Georgia Tech Machine Learning
00:03:05

Classification Learning Two Georgia Tech Machine Learning
Classification Learning Three Georgia Tech Machine Learning
00:04:05

Classification Learning Three Georgia Tech Machine Learning
Example 1 Dating Georgia Tech Machine Learning
00:05:12

Example 1 Dating Georgia Tech Machine Learning
Representation Georgia Tech Machine Learning
00:05:49

Representation Georgia Tech Machine Learning
Representation Quiz Georgia Tech Machine Learning
00:01:22

Representation Quiz Georgia Tech Machine Learning
Representation Quiz Quiz Solution Georgia Tech Machine Learning
00:04:20

Representation Quiz Quiz Solution Georgia Tech Machine Learning
Example 2 20 Questions Georgia Tech Machine Learning
00:05:57

Example 2 20 Questions Georgia Tech Machine Learning
Decision Trees Learning Georgia Tech Machine Learning
00:03:14

Decision Trees Learning Georgia Tech Machine Learning
Best Attribute Quiz Georgia Tech Machine Learning
00:01:12

Best Attribute Quiz Georgia Tech Machine Learning
Best Attribute Quiz Quiz Solution Georgia Tech Machine Learning
00:03:17

Best Attribute Quiz Quiz Solution Georgia Tech Machine Learning
Decision Trees Expressiveness AND Georgia Tech Machine Learning
00:03:51

Decision Trees Expressiveness AND Georgia Tech Machine Learning
Decision Trees Expressiveness OR Georgia Tech Machine Learning
00:02:16

Decision Trees Expressiveness OR Georgia Tech Machine Learning
Decision Trees Expressiveness XOR Georgia Tech Machine Learning
00:03:40

Decision Trees Expressiveness XOR Georgia Tech Machine Learning
Decision Tree Expressiveness Georgia Tech Machine Learning
00:07:41

Decision Tree Expressiveness Georgia Tech Machine Learning
Decision Tree Expressiveness Quiz Georgia Tech Machine Learning
00:04:02

Decision Tree Expressiveness Quiz Georgia Tech Machine Learning
Decision Tree Expressiveness Quiz Quiz Solution Georgia Tech Machine Learning
00:00:38

Decision Tree Expressiveness Quiz Quiz Solution Georgia Tech Machine Learning
Decision Tree Expressiveness Quiz 2 Georgia Tech Machine Learning
00:00:29

Decision Tree Expressiveness Quiz 2 Georgia Tech Machine Learning
Decision Tree Expressiveness Quiz 2 Quiz Solution Georgia Tech Machine Learning
00:02:56

Decision Tree Expressiveness Quiz 2 Quiz Solution Georgia Tech Machine Learning
ID3 Georgia Tech Machine Learning
00:07:12

ID3 Georgia Tech Machine Learning
ID3 Bias Georgia Tech Machine Learning
00:03:47

ID3 Bias Georgia Tech Machine Learning
Decision Trees Continuous Attributes Georgia Tech Machine Learning
00:04:13

Decision Trees Continuous Attributes Georgia Tech Machine Learning
Decision Trees Other Considerations Quiz Georgia Tech Machine Learning
00:01:06

Decision Trees Other Considerations Quiz Georgia Tech Machine Learning
Decision Trees Other Considerations Quiz Solution Georgia Tech Machine Learning
00:02:04

Decision Trees Other Considerations Quiz Solution Georgia Tech Machine Learning
Decision Trees Other Considerations Georgia Tech Machine Learning
00:05:20

Decision Trees Other Considerations Georgia Tech Machine Learning
Decision Trees Other Considerations Regression Georgia Tech Machine Learning
00:02:35

Decision Trees Other Considerations Regression Georgia Tech Machine Learning
Decision Trees Wrap up Georgia Tech Machine Learning
00:01:54

Decision Trees Wrap up Georgia Tech Machine Learning
Regression Quiz Georgia Tech Machine Learning
00:02:12

Regression Quiz Georgia Tech Machine Learning
Regression Quiz Solution Georgia Tech Machine Learning
00:01:35

Regression Quiz Solution Georgia Tech Machine Learning
Regression and Function Approximation
00:03:49

Regression and Function Approximation
Linear Regression
00:03:38

Linear Regression
Quiz Georgia Tech Machine Learning
00:00:55

Quiz Georgia Tech Machine Learning
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Supervised learning is the types of machine learning in which machines are trained using well "labelled" training data, and on basis of that data, machines predict the output. The labelled data means some input data is already tagged with the correct output.