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DevCourseWeb com Udemy Learn Data Mining and Machine Learning with Python

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[ DevCourseWeb.com ] Udemy - Learn Data Mining and Machine Learning with Python

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3.4 GB

Total Files

304

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5BE4766D7AF4E6EBC6FF6AB01910D536214084F9

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0.2 KB

/01 - Introduction/

001 Introduction to Course.mp4

26.7 MB

001 Introduction to Course_en.vtt

2.4 KB

002 Course Contents.mp4

9.5 MB

002 Course Contents_en.vtt

1.5 KB

003 Control a pace of a video.mp4

4.0 MB

003 Control a pace of a video_en.vtt

0.7 KB

004 Introduction to Data Mining.mp4

9.7 MB

004 Introduction to Data Mining_en.vtt

2.0 KB

005 Business Applications of Data Mining.mp4

16.6 MB

005 Business Applications of Data Mining_en.vtt

4.5 KB

006 Data Mining Process Pyramid.mp4

13.2 MB

006 Data Mining Process Pyramid_en.vtt

2.0 KB

007 Introduction to Machine Learning.mp4

11.2 MB

007 Introduction to Machine Learning_en.vtt

2.0 KB

008 How Does Machine Learning Work.mp4

19.6 MB

008 How Does Machine Learning Work_en.vtt

3.9 KB

009 Machine Learning Algorithms Types.mp4

17.4 MB

009 Machine Learning Algorithms Types_en.vtt

3.8 KB

010 Reinforcement Learning overview.mp4

13.6 MB

010 Reinforcement Learning overview_en.vtt

2.0 KB

011 Course Rating.html

0.5 KB

/.../02 - Setup Programming Environment/

001 Install Anaconda package.mp4

31.1 MB

001 Install Anaconda package_en.vtt

3.6 KB

002 Introduction to Jupyter.mp4

31.1 MB

002 Introduction to Jupyter_en.vtt

4.8 KB

003 1-Create-Lists-Tuples-and-Dictionaries.ipynb

3.7 KB

003 Introduction to Python Part-1(Create Lists).mp4

37.3 MB

003 Introduction to Python Part-1(Create Lists)_en.vtt

6.0 KB

004 Introduction to Python Part-2 (Create Tuples & Dictionaries).mp4

22.6 MB

004 Introduction to Python Part-2 (Create Tuples & Dictionaries)_en.vtt

3.3 KB

005 2-Loops-in-Python.ipynb

2.5 KB

005 Introduction to Python Part-3 (Loops & Functions).mp4

40.4 MB

005 Introduction to Python Part-3 (Loops & Functions)_en.vtt

7.4 KB

006 3-Import-Libraries.ipynb

4.2 KB

006 Introduction to Pandas Library.mp4

69.3 MB

006 Introduction to Pandas Library_en.vtt

9.0 KB

006 Sales-data.csv

86.0 KB

007 Introduction to NumPy & Matplotlib Libraries.mp4

26.5 MB

007 Introduction to NumPy & Matplotlib Libraries_en.vtt

3.8 KB

008 Introduction to Scikit-learn Library.mp4

6.0 MB

008 Introduction to Scikit-learn Library_en.vtt

0.8 KB

/.../03 - Supervised Learning Algorithms/

001 Introduction to Supervised Learning Algorithms.mp4

6.6 MB

001 Introduction to Supervised Learning Algorithms_en.vtt

1.2 KB

002 Types of Variables.mp4

10.0 MB

002 Types of Variables_en.vtt

2.5 KB

003 Introduction to Regression Analysis.mp4

22.3 MB

003 Introduction to Regression Analysis_en.vtt

4.4 KB

004 Regression Model Slope.mp4

31.0 MB

004 Regression Model Slope_en.vtt

6.4 KB

005 The Intercept Value.mp4

3.1 MB

005 The Intercept Value_en.vtt

0.6 KB

006 R-Squared Value.mp4

30.0 MB

006 R-Squared Value_en.vtt

7.3 KB

007 P-Value.mp4

18.3 MB

007 P-Value_en.vtt

3.8 KB

008 Simple Linear Regression.mp4

3.9 MB

008 Simple Linear Regression_en.vtt

0.9 KB

009 Concepts used in Machine Learning (Important).html

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010 Overview on the dataset.mp4

5.3 MB

010 Overview on the dataset_en.vtt

0.8 KB

010 Study-Hours.csv

0.3 KB

011 Create Simple Linear Regression Model in Python-Part 1.mp4

40.4 MB

011 Create Simple Linear Regression Model in Python-Part 1_en.vtt

6.4 KB

011 Simple-Linear-Regression.ipynb

3.5 KB

012 Create Simple Linear Regression Model in Python-Part 2.mp4

36.3 MB

012 Create Simple Linear Regression Model in Python-Part 2_en.vtt

5.7 KB

013 Create Simple Linear Regression Model in Python-Part 3.mp4

27.2 MB

013 Create Simple Linear Regression Model in Python-Part 3_en.vtt

3.9 KB

014 Create Simple Linear Regression Model in Python-Part 4.mp4

28.7 MB

014 Create Simple Linear Regression Model in Python-Part 4_en.vtt

4.6 KB

015 Create Simple Linear Regression Model in Python-Part 5.mp4

59.7 MB

015 Create Simple Linear Regression Model in Python-Part 5_en.vtt

8.4 KB

016 Multiple Linear Regression.mp4

14.9 MB

016 Multiple Linear Regression_en.vtt

2.6 KB

017 Dummy Variables.mp4

38.1 MB

017 Dummy Variables_en.vtt

5.1 KB

018 Dummy Variables Trap.html

0.6 KB

019 Stepwise Approach.mp4

30.2 MB

019 Stepwise Approach_en.vtt

6.3 KB

020 Assumptions of Multiple Linear Regression.mp4

32.8 MB

020 Assumptions of Multiple Linear Regression_en.vtt

8.4 KB

021 Companies-spends-and-profits.csv

3.3 KB

021 Overview on the business problem data.mp4

8.0 MB

021 Overview on the business problem data_en.vtt

1.1 KB

022 Create Multiple Linear Regression Model in Python-Part 1.mp4

35.3 MB

022 Create Multiple Linear Regression Model in Python-Part 1_en.vtt

4.4 KB

022 Multiple-Linear-Regression.ipynb

3.7 KB

023 Create Multiple Linear Regression Model in Python-Part 2.mp4

53.5 MB

023 Create Multiple Linear Regression Model in Python-Part 2_en.vtt

6.0 KB

024 Create Multiple Linear Regression Model in Python-Part 3.mp4

96.6 MB

024 Create Multiple Linear Regression Model in Python-Part 3_en.vtt

9.4 KB

025 Create Multiple Linear Regression Model in Python-Part 4.mp4

64.7 MB

025 Create Multiple Linear Regression Model in Python-Part 4_en.vtt

9.6 KB

026 Polynomial Regression.mp4

11.4 MB

026 Polynomial Regression_en.vtt

2.5 KB

027 Overview on the business problem data.mp4

7.5 MB

027 Overview on the business problem data_en.vtt

1.2 KB

027 Reward-system.csv

0.2 KB

028 Create Polynomial Regression Model in Python-Part 1.mp4

51.2 MB

028 Create Polynomial Regression Model in Python-Part 1_en.vtt

7.5 KB

028 Polynomial-Regression-Model.ipynb

4.3 KB

029 Create Polynomial Regression Model in Python-Part 2.mp4

60.4 MB

029 Create Polynomial Regression Model in Python-Part 2_en.vtt

8.3 KB

030 Create Polynomial Regression Model in Python-Part 3.mp4

24.2 MB

030 Create Polynomial Regression Model in Python-Part 3_en.vtt

3.6 KB

031 Course Rating.html

0.5 KB

032 Introduction to Classification.mp4

20.8 MB

032 Introduction to Classification_en.vtt

4.2 KB

033 Introduction to Logistic Regression.mp4

30.5 MB

033 Introduction to Logistic Regression_en.vtt

8.0 KB

034 Confusion Matrix.mp4

16.3 MB

034 Confusion Matrix_en.vtt

4.1 KB

035 Standard Scaler.mp4

12.8 MB

035 Standard Scaler_en.vtt

3.0 KB

036 Bank-Data.csv

17.7 KB

036 Overview on the business problem data.mp4

10.8 MB

036 Overview on the business problem data_en.vtt

1.6 KB

037 Create Logistic Regression Model in Python-Part 1.mp4

66.1 MB

037 Create Logistic Regression Model in Python-Part 1_en.vtt

8.5 KB

037 Logistic-Regression-Model.ipynb

3.7 KB

038 Create Logistic Regression Model in Python-Part 2.mp4

46.9 MB

038 Create Logistic Regression Model in Python-Part 2_en.vtt

5.7 KB

039 KNN Classification Algorithm.mp4

18.6 MB

039 KNN Classification Algorithm_en.vtt

3.7 KB

040 Bank-Data.csv

17.7 KB

040 Create KNN Model in Python.mp4

54.5 MB

040 Create KNN Model in Python_en.vtt

7.0 KB

040 KNN-Model.ipynb

3.7 KB

041 Support Vector Machine (SVM) Classification Algorithm.mp4

19.8 MB

041 Support Vector Machine (SVM) Classification Algorithm_en.vtt

3.9 KB

042 Create Support Vector Machine in Python.mp4

48.1 MB

042 Create Support Vector Machine in Python_en.vtt

6.3 KB

042 Support-Vector-Machine.ipynb

2.2 KB

043 Naive Bayes Algorithm Part 1.mp4

20.8 MB

043 Naive Bayes Algorithm Part 1_en.vtt

4.7 KB

044 Naive Bayes Algorithm Part 2.mp4

29.3 MB

044 Naive Bayes Algorithm Part 2_en.vtt

6.3 KB

045 Create Naive Bayes Model in Python.mp4

22.6 MB

045 Create Naive Bayes Model in Python_en.vtt

2.5 KB

045 Naive-Bayes-Model.ipynb

2.5 KB

046 Decision Tree Algorithm.mp4

36.1 MB

046 Decision Tree Algorithm_en.vtt

7.1 KB

047 Bank-Data.csv

17.7 KB

047 Create Decision Tree Model in Python.mp4

19.7 MB

047 Create Decision Tree Model in Python_en.vtt

2.3 KB

047 Decision-Tree-Model.ipynb

2.6 KB

048 Random Forest Algorithm.mp4

6.4 MB

048 Random Forest Algorithm_en.vtt

1.3 KB

049 Create Random Forest Model in Python.mp4

37.8 MB

049 Create Random Forest Model in Python_en.vtt

4.4 KB

049 Random-Forest-Model.ipynb

3.9 KB

050 Course Rating.html

0.5 KB

/.../04 - Unsupervised Learning Algorithms/

001 Review Unsupervised Learning Algorithms.mp4

8.9 MB

001 Review Unsupervised Learning Algorithms_en.vtt

1.7 KB

002 Hierarchical Clustering Algorithm.mp4

9.4 MB

002 Hierarchical Clustering Algorithm_en.vtt

2.9 KB

003 Dendrogram Diagram Method.mp4

21.9 MB

003 Dendrogram Diagram Method_en.vtt

4.7 KB

004 Movies.csv

1.7 KB

004 Overview on the business problem data.mp4

4.4 MB

004 Overview on the business problem data_en.vtt

0.7 KB

005 Create Hierarchical Clustering Algorithm in Python-1.mp4

63.7 MB

005 Create Hierarchical Clustering Algorithm in Python-1_en.vtt

8.5 KB

005 HC-Clustering.ipynb

2.9 KB

006 Create Hierarchical Clustering Algorithm in Python-2.mp4

58.8 MB

006 Create Hierarchical Clustering Algorithm in Python-2_en.vtt

8.1 KB

007 K-means Clustering Algorithm.mp4

17.0 MB

007 K-means Clustering Algorithm_en.vtt

3.6 KB

008 Using Elbow Method to Determine Optimal Number of Clusters.mp4

51.2 MB

008 Using Elbow Method to Determine Optimal Number of Clusters_en.vtt

10.0 KB

009 Create K-means Clustering Algorithm Model in Python - 1.mp4

57.7 MB

009 Create K-means Clustering Algorithm Model in Python - 1_en.vtt

7.1 KB

009 K-means-clustering-model.ipynb

2.9 KB

010 Create K-means Clustering Algorithm Model in Python - 2.mp4

22.0 MB

010 Create K-means Clustering Algorithm Model in Python - 2_en.vtt

3.1 KB

011 Association Rules (Market Basket Analysis).mp4

54.8 MB

011 Association Rules (Market Basket Analysis)_en.vtt

10.2 KB

012 GroceryStoreDataSet.csv

1.9 KB

012 Overview on the business problem data.mp4

4.3 MB

012 Overview on the business problem data_en.vtt

0.7 KB

013 Create Association Rules (Market Basket Analysis) Model in Python - 1.mp4

43.2 MB

013 Create Association Rules (Market Basket Analysis) Model in Python - 1_en.vtt

6.2 KB

013 apriori-model.ipynb

11.9 KB

014 Create Association Rules (Market Basket Analysis) Model in Python - 2.mp4

39.5 MB

014 Create Association Rules (Market Basket Analysis) Model in Python - 2_en.vtt

4.8 KB

015 Create Association Rules (Market Basket Analysis) Model in Python - 3.mp4

36.4 MB

015 Create Association Rules (Market Basket Analysis) Model in Python - 3_en.vtt

3.2 KB

/.../05 - Deep Learning/

001 Introduction to Deep Learning.mp4

37.8 MB

001 Introduction to Deep Learning_en.vtt

6.1 KB

002 Use Deep Learning in Classification.mp4

13.9 MB

002 Use Deep Learning in Classification_en.vtt

2.4 KB

003 How Does Deep Learning Work.mp4

34.6 MB

003 How Does Deep Learning Work_en.vtt

6.1 KB

004 Activation Functions.mp4

45.2 MB

004 Activation Functions_en.vtt

6.4 KB

005 What is Tensorflow.mp4

11.3 MB

005 What is Tensorflow_en.vtt

2.4 KB

006 Introduction to the Deep Learning Problem and Dataset.mp4

9.4 MB

006 Introduction to the Deep Learning Problem and Dataset_en.vtt

1.0 KB

007 Create Artificial Neural Network Model in Python Part-1.mp4

45.1 MB

007 Create Artificial Neural Network Model in Python Part-1_en.vtt

5.1 KB

007 Deep-learning-model.ipynb

3.9 KB

007 Medical-data.csv

24.0 KB

008 Create Artificial Neural Network Model in Python Part-2.mp4

63.2 MB

008 Create Artificial Neural Network Model in Python Part-2_en.vtt

8.1 KB

009 Create Artificial Neural Network Model in Python Part-3.mp4

44.8 MB

009 Create Artificial Neural Network Model in Python Part-3_en.vtt

5.0 KB

009 Link-to-the-Keras-documentation-website..url

0.0 KB

010 Course Rating.html

0.5 KB

external-links.txt

0.1 KB

/.../06 - Appendix Statistics Overview/

001 What is Statistics.mp4

6.3 MB

001 What is Statistics_en.vtt

1.4 KB

002 Sample And Population.mp4

7.0 MB

002 Sample And Population_en.vtt

1.2 KB

003 Descriptive and Inferential Statistics.mp4

8.6 MB

003 Descriptive and Inferential Statistics_en.vtt

1.6 KB

004 Data types.mp4

23.6 MB

004 Data types_en.vtt

3.7 KB

005 Visualize Data.mp4

14.0 MB

005 Visualize Data_en.vtt

2.1 KB

005 Walmart-Stores.xlsx

15.3 KB

006 Histogram.mp4

38.7 MB

006 Histogram.xlsx

16.1 KB

006 Histogram_en.vtt

4.7 KB

007 Central Tendency Measures.mp4

15.8 MB

007 Central Tendency Measures_en.vtt

3.1 KB

008 Variability Measures.mp4

14.1 MB

008 Variability Measures_en.vtt

3.3 KB

009 Calculate Central and Variability Measures (Practical).mp4

24.2 MB

009 Calculate Central and Variability Measures (Practical)_en.vtt

3.3 KB

009 Variance-and-SD.xlsx

11.2 KB

010 Symmetry and skewness in data.mp4

10.2 MB

010 Symmetry and skewness in data_en.vtt

1.7 KB

011 Correlation and Covariance.mp4

24.9 MB

011 Correlation and Covariance_en.vtt

4.6 KB

012 Introduction to Inferential Statistics.mp4

14.5 MB

012 Introduction to Inferential Statistics_en.vtt

2.2 KB

013 Discrete Probability Distributions.mp4

16.3 MB

013 Discrete Probability Distributions_en.vtt

3.1 KB

014 Normal Distribution.mp4

25.1 MB

014 Normal Distribution_en.vtt

5.5 KB

015 Variable standardization.mp4

11.8 MB

015 Variable standardization_en.vtt

2.5 KB

016 Variable standardization Demo.mp4

9.3 MB

016 Variable standardization Demo_en.vtt

0.9 KB

017 Introduction to Central Limit Theorem.mp4

24.6 MB

017 Introduction to Central Limit Theorem_en.vtt

3.4 KB

018 Estimators.mp4

7.8 MB

018 Estimators_en.vtt

1.4 KB

019 Introduction to Confidence Interval.mp4

24.3 MB

019 Introduction to Confidence Interval_en.vtt

4.9 KB

020 Calculate Confidence Interval for one Sample with a Known Population Variance.mp4

23.9 MB

020 Calculate Confidence Interval for one Sample with a Known Population Variance_en.vtt

5.5 KB

021 Introduction to the Business Problem.mp4

11.9 MB

021 Introduction to the Business Problem_en.vtt

2.3 KB

022 1-Confidence-intervals-variance-known.xlsx

46.2 KB

022 Calculate Confidence Interval in Excel.mp4

82.5 MB

022 Calculate Confidence Interval in Excel_en.vtt

7.8 KB

023 t - Distribution.mp4

22.8 MB

023 t - Distribution_en.vtt

3.8 KB

024 2-Confidence-intervals-variance-unknown.xlsx

38.8 KB

024 Calculate Confidence Interval for one Sample with a Unknown Population Variance.mp4

33.6 MB

024 Calculate Confidence Interval for one Sample with a Unknown Population Variance_en.vtt

3.6 KB

025 Reduce Margin of Error.mp4

10.0 MB

025 Reduce Margin of Error_en.vtt

2.4 KB

026 Confidence Interval for two Dependent Samples.mp4

5.9 MB

026 Confidence Interval for two Dependent Samples_en.vtt

1.3 KB

027 Calculate Confidence Interval for two Dependent Samples in Excel.mp4

40.2 MB

027 Calculate Confidence Interval for two Dependent Samples in Excel_en.vtt

4.1 KB

028 3-Confidence-intervals-dependent-samples.xlsx

38.9 KB

028 Confidence Interval for two Independent Samples with a Known Population Variance.mp4

19.1 MB

028 Confidence Interval for two Independent Samples with a Known Population Variance_en.vtt

2.8 KB

029 Calculate Confidence Interval for two Independent Samples Known Var in Excel.mp4

39.4 MB

029 Calculate Confidence Interval for two Independent Samples Known Var in Excel_en.vtt

4.5 KB

030 5-Confidence-intervals-independent-samples-variance-unknown-and-equal.xlsx

71.8 KB

030 Confidence Interval for two Independent Samples Unknown Population Variance.mp4

42.0 MB

030 Confidence Interval for two Independent Samples Unknown Population Variance_en.vtt

4.9 KB

031 What is a Statistical Hypothesis.mp4

14.6 MB

031 What is a Statistical Hypothesis_en.vtt

2.4 KB

032 Types of Hypotheses.mp4

21.5 MB

032 Types of Hypotheses_en.vtt

3.7 KB

033 P-Value.mp4

11.0 MB

033 P-Value_en.vtt

2.2 KB

034 Link to z-value Calculator.html

0.1 KB

035 Testing a Hypothesis for one Sample, Variance is Known.mp4

7.8 MB

035 Testing a Hypothesis for one Sample, Variance is Known_en.vtt

1.6 KB

036 6-Test-Hypothises-population-variance-known.xlsx

70.7 KB

036 Testing the Hypothesis in Excel.mp4

38.0 MB

036 Testing the Hypothesis in Excel_en.vtt

3.7 KB

037 7-Test-hypothises-population-variance-unknown.xlsx

71.3 KB

037 Testing a Hypothesis for one Sample, Variance is Unknown.mp4

24.9 MB

037 Testing a Hypothesis for one Sample, Variance is Unknown_en.vtt

2.9 KB

038 8-Test-hypothises-dependent-samples.xlsx

50.4 KB

038 Testing a Hypothesis for two Dependent Samples.mp4

37.3 MB

038 Testing a Hypothesis for two Dependent Samples_en.vtt

4.5 KB

039 Link to t-value Calculator.html

0.1 KB

040 9-Test-hypothises-two-independent-samples-variance-known.xlsx

70.4 KB

040 Testing a Hypothesis for two Independent Samples, Variance is Known.mp4

26.2 MB

040 Testing a Hypothesis for two Independent Samples, Variance is Known_en.vtt

3.9 KB

041 10-Test-hypothises-two-independent-samples-variance-unknown.xlsx

93.3 KB

041 Testing a Hypothesis for two Independent Samples, Variance is Unknown.mp4

24.3 MB

041 Testing a Hypothesis for two Independent Samples, Variance is Unknown_en.vtt

3.2 KB

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Bonus Resources.txt

0.4 KB

 

Total files 304


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