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

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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    شناسه: 27966
    حجم: 2565 مگابایت
    مدت زمان: 514 دقیقه
    تاریخ انتشار: ۱۹ دی ۱۴۰۲
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