AI Level 5- Basic Machine Learning Algorithm
Introduction to Machine Learning
1
Introduction to Machine Learning
2
Quiz: Introduction to Machine Learning
3
Machine Learning Algorithms
4
Quiz: ML Algorithms
Simple Linear Regression
1
Simple Linear Regression
2
Simple Linear Regression(Part 2)
3
Case study: Salary prediction(Part 1)
4
Case study: Salary prediction(Part 2)
5
Case study: Salary prediction(Part 3)
6
Simple Linear Regression
Multiple Linear Regression
1
Multiple Linear Regression
2
Case study: Company Profit Prediction(Part 1)
3
Case study: Company Profit Prediction(Part 2)
4
Case study: Company Profit Prediction(Part 3)
5
Multiple Linear Regression
Polynomial Linear Regression
1
Polynomial Linear Regression
2
Case study: Position and Salary(Part 1)
3
Case study: Position and Salary(Part 2)
4
Quiz: Regression
Logistic Regression
1
Logistic Regression
2
Case Study: Predict whether customers will buy a product or not?(Part 1)
3
Case Study: Predict whether customers will buy a product or not?(Part 2)
4
Case study: Predict whether customers will buy a product or not?(Part 3)
5
Quiz: Logistic Regression
6
Logistic Regression
KNN Algorithm
1
KNN algorithm
2
Case study: Diabetes Prediction?(Part 1)
3
Case study: Diabetes Prediction?(Part 2)
4
Quiz: KNN algorithm
5
KNN algorithm
Decision Tree Algorithm
1
Decision tree algorithm
2
Case Study: Predict whether a client will subscribe to a term deposit (Part 1)
3
Case Study: Predict whether a client will subscribe to a term deposit (Part 2)
4
Case Study: Predict whether a client will subscribe to a term deposit (Part 3)
5
Case Study: Predict whether a client will subscribe to a term deposit (Part 4)
6
Case Study: Predict whether a client will subscribe to a term deposit (Part 5)
7
Quiz: Decision tree algorithm
8
Decision tree algorithm
Regularization
1
Regularization Algorithm
2
Case Study: House price prediction (Part 1)
3
Case Study: House price prediction (Part 2)
4
Case Study: House price prediction (Part 3)
5
Case Study: House price prediction (Part 4)
6
Case Study: House price prediction (Part 5)
7
Case Study: House price prediction (Part 6)
8
Case Study: House price prediction (Part 7)
9
Case Study: House price prediction (Part 8)
10
Quiz: Regularization
Ensemble Algorithms
1
Introduction to Ensemble Algorithms
2
Ensemble algorithms
3
Case Study: Predict the price of preowned cars(Part 1)
4
Case Study: Predict the price of preowned cars(Part 2)
5
Case Study: Predict the price of preowned cars(Part 3)
6
Case Study: Predict the price of preowned cars(Part 4)
7
Case Study: Predict the price of preowned cars(Part 5)
8
Ensemble Algorithms
Support Vector Machine Algorithms and PCA
1
Support vector machine(SVM)
2
Principal Component Analysis(PCA)
3
Cross validation
4
Case Study: Network performance vulnerability.(Part 1)
5
Case Study: Network performance vulnerability.(Part 2)
6
Case Study: Network performance vulnerability.(Part 3)
7
Case Study: Network performance vulnerability.(Part 4)
8
Case Study: Network performance vulnerability.(Part 5)
9
Case Study: Network performance vulnerability.(Part 6)
10
Case Study: Network performance vulnerability.(Part 7)
11
Case Study: Network performance vulnerability.(Part 8)
12
Quiz 9: SVM and PCA
13
SVM and PCA
KMeans Clustering Algorithm
1
Introduction to KMeans
2
KMeans Clustering Algorithm
3
Case Study: Customer segmentation (Part 1)
4
Case Study: Customer segmentation (Part 2)
5
Case Study: Customer segmentation (Part 3)
6
Case Study: Customer segmentation (Part 4)
7
Case Study: Customer segmentation (Part 5)
8
Quiz: KMeans Algorithm
Hierarchical Clustering Algorithm
1
Hierarchical Clustering Algorithm
2
Case Study: Customer segmentation to define marketing strategy.(Part 1)
3
Case study: Customer segmentation to define marketing strategy.(Part 2)
4
Case Study: Customer segmentation to define marketing strategy.(Part 3)
Final Assignment
1
Project work
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