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Applied Machine Learning - Algorithms (2024)
TORRENT SUMMARY
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With the growing importance of machine learning in almost every sector, professionals need a deeper understanding and practical approach to implementing ML algorithms effectively.
This course covers commonly used machine learning algorithms. Instructor Matt Harrison focuses on non-deep learning algorithms, covering PCA, clustering, linear and logistic regression, decision trees, random forests, and gradient boosting.
Join Matt in this course to understand common ML algorithms, learn their pros and cons, and develop hands-on skills to leverage them by following along with challenges and solutions in GitHub Codespaces.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Applied machine learning Algorithms.mp4
4.5 MB
~Get Your Files Here !/01 - Introduction/01 - Applied machine learning Algorithms.srt
1.5 KB
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
4.9 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
1.9 KB
~Get Your Files Here !/02 - 1. Clustering/01 - K-means.mp4
18.4 MB
~Get Your Files Here !/02 - 1. Clustering/01 - K-means.srt
14.4 KB
~Get Your Files Here !/02 - 1. Clustering/02 - K evaluation.mp4
17.8 MB
~Get Your Files Here !/02 - 1. Clustering/02 - K evaluation.srt
13.7 KB
~Get Your Files Here !/02 - 1. Clustering/03 - Understanding clusters.mp4
19.1 MB
~Get Your Files Here !/02 - 1. Clustering/03 - Understanding clusters.srt
14.9 KB
~Get Your Files Here !/02 - 1. Clustering/04 - Other algorithms.mp4
5.8 MB
~Get Your Files Here !/02 - 1. Clustering/05 - Challenge Apply KNN.mp4
1.5 MB
~Get Your Files Here !/02 - 1. Clustering/05 - Challenge Apply KNN.srt
1.5 KB
~Get Your Files Here !/02 - 1. Clustering/06 - Solution Apply KNN.mp4
15.7 MB
~Get Your Files Here !/02 - 1. Clustering/06 - Solution Apply KNN.srt
12.8 KB
~Get Your Files Here !/03 - 2. PCA/01 - PCA.mp4
8.3 MB
~Get Your Files Here !/03 - 2. PCA/01 - PCA.srt
6.3 KB
~Get Your Files Here !/03 - 2. PCA/02 - Structure of components.mp4
9 MB
~Get Your Files Here !/03 - 2. PCA/02 - Structure of components.srt
6.5 KB
~Get Your Files Here !/03 - 2. PCA/03 - Components.mp4
12 MB
~Get Your Files Here !/03 - 2. PCA/03 - Components.srt
8.7 KB
~Get Your Files Here !/03 - 2. PCA/04 - Scatter plot.mp4
4.3 MB
~Get Your Files Here !/03 - 2. PCA/04 - Scatter plot.srt
3.6 KB
~Get Your Files Here !/03 - 2. PCA/05 - Other algorithms.mp4
7.6 MB
~Get Your Files Here !/03 - 2. PCA/05 - Other algorithms.srt
6.5 KB
~Get Your Files Here !/03 - 2. PCA/06 - Challenge Utilize PCA.mp4
933.2 KB
~Get Your Files Here !/03 - 2. PCA/06 - Challenge Utilize PCA.srt
895 B
~Get Your Files Here !/03 - 2. PCA/07 - Solution Utilize PCA.mp4
11.2 MB
~Get Your Files Here !/03 - 2. PCA/07 - Solution Utilize PCA.srt
6.8 KB
~Get Your Files Here !/04 - 3. Linear Regression/01 - Linear regression algorithm.mp4
9.6 MB
~Get Your Files Here !/04 - 3. Linear Regression/01 - Linear regression algorithm.srt
7.5 KB
~Get Your Files Here !/04 - 3. Linear Regression/02 - scikit-learn.mp4
8.1 MB
~Get Your Files Here !/04 - 3. Linear Regression/02 - scikit-learn.srt
7.3 KB
~Get Your Files Here !/04 - 3. Linear Regression/03 - Real-world example.mp4
13.3 MB
~Get Your Files Here !/04 - 3. Linear Regression/03 - Real-world example.srt
9.8 KB
~Get Your Files Here !/04 - 3. Linear Regression/04 - Assumptions.mp4
14.4 MB
~Get Your Files Here !/04 - 3. Linear Regression/04 - Assumptions.srt
10 KB
~Get Your Files Here !/04 - 3. Linear Regression/05 - Challenge Develop a linear regression model.mp4
1 MB
~Get Your Files Here !/04 - 3. Linear Regression/05 - Challenge Develop a linear regression model.srt
804 B
~Get Your Files Here !/04 - 3. Linear Regression/06 - Solution Develop a linear regression model.mp4
4.2 MB
~Get Your Files Here !/04 - 3. Linear Regression/06 - Solution Develop a linear regression model.srt
3.1 KB
~Get Your Files Here !/05 - 4. Logistic Regression/01 - Logistic regression algorithm.mp4
2.7 MB
~Get Your Files Here !/05 - 4. Logistic Regression/01 - Logistic regression algorithm.srt
2.2 KB
~Get Your Files Here !/05 - 4. Logistic Regression/02 - Basic example.mp4
3.6 MB
~Get Your Files Here !/05 - 4. Logistic Regression/02 - Basic example.srt
3.1 KB
~Get Your Files Here !/05 - 4. Logistic Regression/03 - Assumptions.mp4
9.5 MB
~Get Your Files Here !/05 - 4. Logistic Regression/03 - Assumptions.srt
6.9 KB
~Get Your Files Here !/05 - 4. Logistic Regression/04 - Challenge Construct a logistic regression model.mp4
360.4 KB
~Get Your Files Here !/05 - 4. Logistic Regression/04 - Challenge Construct a logistic regression model.srt
264 B
~Get Your Files Here !/05 - 4. Logistic Regression/05 - Solution Construct a logistic regression model.mp4
10.9 MB
~Get Your Files Here !/05 - 4. Logistic Regression/05 - Solution Construct a logistic regression model.srt
7.3 KB
~Get Your Files Here !/06 - 5. Decision Trees/01 - Decision tree algorithm.mp4
9 MB
~Get Your Files Here !/06 - 5. Decision Trees/01 - Decision tree algorithm.srt
7.3 KB
~Get Your Files Here !/06 - 5. Decision Trees/02 - Real-world example.mp4
15.5 MB
~Get Your Files Here !/06 - 5. Decision Trees/02 - Real-world example.srt
10.9 KB
~Get Your Files Here !/06 - 5. Decision Trees/03 - Random Forest and XGBoost.mp4
8.2 MB
~Get Your Files Here !/06 - 5. Decision Trees/03 - Random Forest and XGBoost.srt
7.6 KB
~Get Your Files Here !/06 - 5. Decision Trees/04 - Challenge Design a decision tree model.mp4
713.5 KB
~Get Your Files Here !/06 - 5. Decision Trees/05 - Solution Design a decision tree model.mp4
9 MB
~Get Your Files Here !/06 - 5. Decision Trees/05 - Solution Design a decision tree model.srt
5.7 KB
~Get Your Files Here !/07 - Conclusion/01 - Next steps.mp4
6.6 MB
~Get Your Files Here !/07 - Conclusion/01 - Next steps.srt
