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Applied Machine Learning - Algorithms (2024)

Applied Machine Learning - Algorithms (2024)

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268 MB
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63
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Other
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Description
[ DevCourseWeb.com ] Applied Machine Learning: Algorithms (2024)



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Released 4/2024

MP4 | Video: h264, 1280x720 | Audio: AAC, 44.1 KHz, 2 Ch

Skill Level: Intermediate | Genre: eLearning | Language: English + srt | Duration: 1h 58m | Size: 268 MB



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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We upload these learning materials for the people from all over the world, who have the talent and motivation to sharpen their skills/ knowledge but do not have the financial support to afford the materials. If you like this content and if you are truly in a position that you can actually buy the materials, then Please, we repeat, Please, Support Authors. They Deserve it! Because always remember, without "Them", you and we won't be here having this conversation. Think about it! Peace...



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File list
  • Applied Machine Learning - Algorithms (2024)
  • ~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 2.6 KB
  • ~Get Your Files Here !/Bonus Resources.txt 386 B

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