DevCourseWeb com Udemy Learn Data Mining and Machine Learning with Python

DevCourseWeb com Udemy Learn Data Mining and Machine Learning with Python

Name	[ DevCourseWeb.com ] Udemy - Learn Data Mining and Machine Learning with Python	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	3.4 GB
Total Files	304
Last Seen
Hash	5BE4766D7AF4E6EBC6FF6AB01910D536214084F9

/
Get Bonus Downloads Here.url	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	0.2 KB
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
~Get Your Files Here !/
Bonus Resources.txt	0.4 KB
Total files 304