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10 Sections
15 Lessons
15 Weeks
Expand all sections
Collapse all sections
What is Machine Learning?
2
1.0
Lesson 1: Introduction to Machine Learning
1.1
Quiz 1: Introduction to Machine Learning
100 Days
4 Questions
Regression and Classification
5
2.0
Lesson 2: Linear Regression
2.1
Lesson 3: Logistic Regression
2.2
Lesson 4: k-Nearest Neighbors
2.3
Project 1: (Linear Regression and Logistic Regression)
0 Questions
2.4
Quiz 4: k-Nearest Neighbors
4 Questions
Tree-Based Models
2
3.0
Lesson 5: Decision Trees
3.1
Project 2: Decision Trees
0 Questions
Neural Networks
4
4.0
Lesson 6: Neural Networks
4.1
Lesson 7: Convolutional Neural Networks
4.2
Lesson 8: Recurrent Neural Networks
4.3
Project 3: (Neural Networks)
0 Questions
Unsupervised Learning
3
5.0
Lesson 9: Unsupervised Learning
5.1
Lesson 10: Dimensionality Reduction
5.2
Project 4: Unsupervised Learning
0 Questions
Model Selection and Evaluation
2
6.0
Lesson 11: Model Selection and Evaluation
6.1
Quiz 11: Model Selection and Evaluation
5 Questions
Ensemble Methods
2
7.0
Lesson 12: Ensemble Methods
7.1
Project 5: Ensemble Methods
0 Questions
Support Vector Machines (SVMs)
2
8.0
Lesson 13: Support Vector Machines (SVMs)
8.1
Quiz 13: Support Vector Machines (SVMs)
4 Questions
Natural Language Processing (NLP)
2
9.0
Lesson 14: Natural Language Processing
9.1
Project 6: Natural Language Processing
0 Questions
Applications of Machine Learning
2
10.0
Lesson 15: Applications of Machine Learning
10.1
Final Project
0 Questions
Lesson 1: Introduction to Machine Learning
Lesson 1: Introduction to Machine Learning
Knowledge Bank
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