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[ DevCourseWeb com ] Applied Machine Learning - Algorithms (2024)
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01 - Introduction
01 - Applied machine learning Algorithms.mp4
01 - Applied machine learning Algorithms.srt
02 - What you should know.mp4
02 - What you should know.srt
02 - 1. Clustering
01 - K-means.mp4
01 - K-means.srt
02 - K evaluation.mp4
02 - K evaluation.srt
03 - Understanding clusters.mp4
03 - Understanding clusters.srt
04 - Other algorithms.mp4
05 - Challenge Apply KNN.mp4
05 - Challenge Apply KNN.srt
06 - Solution Apply KNN.mp4
06 - Solution Apply KNN.srt
03 - 2. PCA
01 - PCA.mp4
01 - PCA.srt
02 - Structure of components.mp4
02 - Structure of components.srt
03 - Components.mp4
03 - Components.srt
04 - Scatter plot.mp4
04 - Scatter plot.srt
05 - Other algorithms.mp4
05 - Other algorithms.srt
06 - Challenge Utilize PCA.mp4
06 - Challenge Utilize PCA.srt
07 - Solution Utilize PCA.mp4
07 - Solution Utilize PCA.srt
04 - 3. Linear Regression
01 - Linear regression algorithm.mp4
01 - Linear regression algorithm.srt
02 - scikit-learn.mp4
02 - scikit-learn.srt
03 - Real-world example.mp4
03 - Real-world example.srt
04 - Assumptions.mp4
04 - Assumptions.srt
05 - Challenge Develop a linear regression model.mp4
05 - Challenge Develop a linear regression model.srt
06 - Solution Develop a linear regression model.mp4
06 - Solution Develop a linear regression model.srt
05 - 4. Logistic Regression
01 - Logistic regression algorithm.mp4
01 - Logistic regression algorithm.srt
02 - Basic example.mp4
02 - Basic example.srt
03 - Assumptions.mp4
03 - Assumptions.srt
04 - Challenge Construct a logistic regression model.mp4
04 - Challenge Construct a logistic regression model.srt
05 - Solution Construct a logistic regression model.mp4
05 - Solution Construct a logistic regression model.srt
06 - 5. Decision Trees
01 - Decision tree algorithm.mp4
01 - Decision tree algorithm.srt
02 - Real-world example.mp4
02 - Real-world example.srt
03 - Random Forest and XGBoost.mp4
03 - Random Forest and XGBoost.srt
04 - Challenge Design a decision tree model.mp4
05 - Solution Design a decision tree model.mp4
05 - Solution Design a decision tree model.srt
07 - Conclusion
01 - Next steps.mp4
01 - Next steps.srt
Bonus Resources.txt
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