Complete Machine Learning & Data Science with Python | A-Z

سرفصل های دوره

Use Scikit, learn NumPy, Pandas, Matplotlib, Seaborn and dive into machine learning A-Z with Python and Data Science.

1. First Contact with Machine Learning

1. What is Machine Learning

2. Machine Learning Terminology

3. Machine Learning Project Files.html

4. FAQ regarding Python.html

5. FAQ regarding Machine Learning.html

6. Machine Learning Python Quiz.html

7. Python Machine Learning Quiz.html

2. Installations for Python

1. Installing Anaconda Distribution for Windows

2. Installing Anaconda Distribution for MacOs

3. Installing Anaconda Distribution for Linux

4. Overview of Jupyter Notebook and Google Colab

3. Evaluation Metrics in Machine Learning

1. Classification vs Regression in Machine Learning

2. Machine Learning Model Performance Evaluation Classification Error Metrics

3. Evaluating Performance Regression Error Metrics in Python

4. Machine Learning With Python

5. Machine Learning A-Z Quiz.html

4. Supervised Learning with Machine Learning

1. What is Supervised Learning in Machine Learning

2. Quiz.html

3. Quiz.html

5. Linear Regression Algorithm in Machine Learning A-Z

1. Linear Regression Algorithm Theory in Machine Learning A-Z

2. Linear Regression Algorithm With Python Part 1

3. Linear Regression Algorithm With Python Part 2

4. Linear Regression Algorithm with Python Part 3

5. Linear Regression Algorithm with Python Part 4

6. Bias Variance Trade-Off in Machine Learning

1. What is Bias Variance Trade-Off

2. Quiz.html

7. Logistic Regression Algorithm in Machine Learning A-Z

1. What is Logistic Regression Algorithm in Machine Learning

2. Logistic Regression Algorithm with Python Part 1

3. Logistic Regression Algorithm with Python Part 2

4. Logistic Regression Algorithm with Python Part 3

5. Logistic Regression Algorithm with Python Part 4

6. Logistic Regression Algorithm with Python Part 5

7. Quiz.html

8. K-fold Cross-Validation in Machine Learning A-Z

1. K-Fold Cross-Validation Theory

2. K-Fold Cross-Validation with Python

9. K Nearest Neighbors Algorithm in Machine Learning A-Z

1. K Nearest Neighbors Algorithm Theory

2. K Nearest Neighbors Algorithm with Python Part 1

3. K Nearest Neighbors Algorithm with Python Part 2

4. K Nearest Neighbors Algorithm with Python Part 3

5. Quiz.html

10. Hyperparameter Optimization

1. Hyperparameter Optimization Theory

2. Hyperparameter Optimization with Python

11. Decision Tree Algorithm in Machine Learning A-Z

1. Decision Tree Algorithm Theory

2. Decision Tree Algorithm with Python Part 1

3. Decision Tree Algorithm with Python Part 2

4. Decision Tree Algorithm with Python Part 3

5. Decision Tree Algorithm with Python Part 4

6. Decision Tree Algorithm with Python Part 5

7. Quiz.html

12. Random Forest Algorithm in Machine Learning A-Z

1. Random Forest Algorithm Theory

2. Random Forest Algorithm with Pyhon Part 1

3. Random Forest Algorithm with Pyhon Part 2

13. Support Vector Machine Algorithm in Machine Learning A-Z

1. Support Vector Machine Algorithm Theory

2. Support Vector Machine Algorithm with Python Part 1

3. Support Vector Machine Algorithm with Python Part 2

4. Support Vector Machine Algorithm with Python Part 3

5. Support Vector Machine Algorithm with Python Part 4

6. Quiz.html

14. Unsupervised Learning with Machine Learning

1. Unsupervised Learning Overview

2. Quiz.html

15. K Means Clustering Algorithm in Machine Learning A-Z

1. K Means Clustering Algorithm Theory

2. K Means Clustering Algorithm with Python Part 1

3. K Means Clustering Algorithm with Python Part 2

4. K Means Clustering Algorithm with Python Part 3

5. K Means Clustering Algorithm with Python Part 4

6. Quiz.html

16. Hierarchical Clustering Algorithm in machine learning data science

1. Hierarchical Clustering Algorithm Theory

2. Hierarchical Clustering Algorithm with Python Part 1

3. Hierarchical Clustering Algorithm with Python Part 2

4. Quiz.html

17. Principal Component Analysis (PCA) in Machine Learning A-Z

1. Principal Component Analysis (PCA) Theory

2. Principal Component Analysis (PCA) with Python Part 1

3. Principal Component Analysis (PCA) with Python Part 2

4. Principal Component Analysis (PCA) with Python Part 3

18. Recommender System Algorithm in Machine Learning A-Z

1. What is the Recommender System Part 1

2. What is the Recommender System Part 2

3. Quiz.html

19. Extra

1. Complete Machine Learning & Data Science with Python A-Z.html

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تولید کننده: Udemy