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TORRENT DETAILS
Udemy - Master Python Data Analysis And Modelling Essentials
TORRENT SUMMARY
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A Real-World Project using Jupyter notebook, Numpy, SciPy, Pandas, Matplotlib, Statmodels, Scikit-learn, and many more
What you'll learn
Data analysis and modelling process
Setting up Python data analysis and modelling environment
Data exploration
Rename the data columns
Data slicing, sorting, filtering, and grouping data
Missing value detection and imputation
Outlier detection and treatment
Correlation Analysis and feature selection
Splitting data set for model fitting and testing
Data normalization with different methods
Developing a classic statistical linear regression model
Developing a machine linear regression model
interpreting the model results
Improving the models
Evaluating the models
Visualizing the model results
Requirements
Basic Python language knowledge needed to understand the codes
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/001 contents-intr.pdf
1.1 MB
~Get Your Files Here !/01 - Introduction/001 Introduction to Course Contents.mp4
99.4 MB
~Get Your Files Here !/01 - Introduction/001 Introduction to Course Contents_en.srt
7.3 KB
~Get Your Files Here !/01 - Introduction/002 data-analysis-model-intr-notes.pdf
554.5 KB
~Get Your Files Here !/01 - Introduction/002 Introduction to Data Analysis and Modelling.mp4
36.6 MB
~Get Your Files Here !/01 - Introduction/002 Introduction to Data Analysis and Modelling_en.srt
4.9 KB
~Get Your Files Here !/02 - Setting up Python Environment/001 install-anaconda-python-notes.pdf
144.4 KB
~Get Your Files Here !/02 - Setting up Python Environment/001 Installing Anaconda Python.mp4
51.8 MB
~Get Your Files Here !/02 - Setting up Python Environment/001 Installing Anaconda Python_en.srt
7.6 KB
~Get Your Files Here !/02 - Setting up Python Environment/002 packages-required-notes.pdf
338.8 KB
~Get Your Files Here !/02 - Setting up Python Environment/002 Required Python Packages.mp4
23 MB
~Get Your Files Here !/02 - Setting up Python Environment/002 Required Python Packages_en.srt
3.3 KB
~Get Your Files Here !/02 - Setting up Python Environment/003 install-packages-required-notes.pdf
396.8 KB
~Get Your Files Here !/02 - Setting up Python Environment/003 Installing Required Packages.mp4
55.9 MB
~Get Your Files Here !/02 - Setting up Python Environment/003 Installing Required Packages_en.srt
8.7 KB
~Get Your Files Here !/02 - Setting up Python Environment/004 creat-access-work-directory-notes.pdf
134.5 KB
~Get Your Files Here !/02 - Setting up Python Environment/004 Creating and Accessing Working Directory.mp4
37.2 MB
~Get Your Files Here !/02 - Setting up Python Environment/004 Creating and Accessing Working Directory_en.srt
7.3 KB
~Get Your Files Here !/03 - Data Exploration/001 read-write-data-notes.pdf
353.7 KB
~Get Your Files Here !/03 - Data Exploration/001 Reading and Writing Data.mp4
115.1 MB
~Get Your Files Here !/03 - Data Exploration/001 Reading and Writing Data_en.srt
12.4 KB
~Get Your Files Here !/03 - Data Exploration/002 Accessing Basic Information of DataFrame.mp4
90.8 MB
~Get Your Files Here !/03 - Data Exploration/002 Accessing Basic Information of DataFrame_en.srt
8.7 KB
~Get Your Files Here !/03 - Data Exploration/002 acess-information-notes.pdf
483.6 KB
~Get Your Files Here !/03 - Data Exploration/003 rename-columns-notes.pdf
277.6 KB
~Get Your Files Here !/03 - Data Exploration/003 Renaming Columns of DataFrame.mp4
121.5 MB
~Get Your Files Here !/03 - Data Exploration/003 Renaming Columns of DataFrame_en.srt
11.3 KB
~Get Your Files Here !/03 - Data Exploration/004 Slicing DataFrame.mp4
137.9 MB
~Get Your Files Here !/03 - Data Exploration/004 Slicing DataFrame_en.srt
15.2 KB
~Get Your Files Here !/03 - Data Exploration/004 slicing-data-notes.pdf
713 KB
~Get Your Files Here !/03 - Data Exploration/005 sort-dataframe-notes.pdf
425.9 KB
~Get Your Files Here !/03 - Data Exploration/005 Sorting DataFrame.mp4
70 MB
~Get Your Files Here !/03 - Data Exploration/005 Sorting DataFrame_en.srt
6.5 KB
~Get Your Files Here !/03 - Data Exploration/006 filter-dataframe-notes.pdf
496.7 KB
~Get Your Files Here !/03 - Data Exploration/006 Filtering DataFrame.mp4
140.7 MB
~Get Your Files Here !/03 - Data Exploration/006 Filtering DataFrame_en.srt
15.6 KB
~Get Your Files Here !/03 - Data Exploration/007 group-dataframe-notes.pdf
291.6 KB
~Get Your Files Here !/03 - Data Exploration/007 Grouping DataFrame.mp4
69.7 MB
~Get Your Files Here !/03 - Data Exploration/007 Grouping DataFrame_en.srt
7 KB
~Get Your Files Here !/03 - Data Exploration/008 calculate-statistics-notes.pdf
331.7 KB
~Get Your Files Here !/03 - Data Exploration/008 Calculating Summary Statistics of DataFrame.mp4
113.1 MB
~Get Your Files Here !/03 - Data Exploration/008 Calculating Summary Statistics of DataFrame_en.srt
12.1 KB
~Get Your Files Here !/04 - Data Preparation/001 Detecting Missing Values.mp4
109.8 MB
~Get Your Files Here !/04 - Data Preparation/001 Detecting Missing Values_en.srt
12.1 KB
~Get Your Files Here !/04 - Data Preparation/001 missing-value-detection-notes.pdf
303.5 KB
~Get Your Files Here !/04 - Data Preparation/002 impute-missing-values-notes.pdf
281.8 KB
~Get Your Files Here !/04 - Data Preparation/002 Imputing Missing Values.mp4
145.4 MB
~Get Your Files Here !/04 - Data Preparation/002 Imputing Missing Values_en.srt
16.7 KB
~Get Your Files Here !/04 - Data Preparation/003 Detecting Outliers.mp4
184.7 MB
~Get Your Files Here !/04 - Data Preparation/003 Detecting Outliers_en.srt
21.2 KB
~Get Your Files Here !/04 - Data Preparation/003 outlier-detection-notes.pdf
705.1 KB
~Get Your Files Here !/04 - Data Preparation/004 outlier-treatement-notes.pdf
520.8 KB
~Get Your Files Here !/04 - Data Preparation/004 Treating Outliers.mp4
149.1 MB
~Get Your Files Here !/04 - Data Preparation/004 Treating Outliers_en.srt
14.3 KB
~Get Your Files Here !/04 - Data Preparation/005 Correlation Analysis and Feature Selection.mp4
277.2 MB
~Get Your Files Here !/04 - Data Preparation/005 Correlation Analysis and Feature Selection_en.srt
24.1 KB
~Get Your Files Here !/04 - Data Preparation/005 correlation-feature-selection-notes.pdf
797.8 KB
~Get Your Files Here !/04 - Data Preparation/006 encode-categorical-notes.pdf
523.6 KB
~Get Your Files Here !/04 - Data Preparation/006 Encoding Categorical Values.mp4
221 MB
~Get Your Files Here !/04 - Data Preparation/006 Encoding Categorical Values_en.srt
21.8 KB
~Get Your Files Here !/04 - Data Preparation/007 Data Splitting.mp4
80.9 MB
~Get Your Files Here !/04 - Data Preparation/007 Data Splitting_en.srt
8.5 KB
~Get Your Files Here !/04 - Data Preparation/007 split-data-notes.pdf
378.9 KB
~Get Your Files Here !/04 - Data Preparation/008 Data Normalization.mp4
275.2 MB
~Get Your Files Here !/04 - Data Preparation/008 Data Normalization_en.srt
24.4 KB
~Get Your Files Here !/04 - Data Preparation/008 data-normalization-notes.pdf
820 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/001 classic-linear-statmodel-process-notes.pdf
135.2 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/001 Statistical Modelling Process.mp4
26.3 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/001 Statistical Modelling Process_en.srt
3.3 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/002 classic-linear-statmodel-nores-contains-all-the-rest-of-the-section.pdf
634.7 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/002 Data Normalization in Classic Statistical Regression.mp4
51.7 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/002 Data Normalization in Classic Statistical Regression_en.srt
4.9 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/003 Model Estimation and Result Interpretation.mp4
93.2 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/003 Model Estimation and Result Interpretation_en.srt
9.4 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/004 Multicollinearity.mp4
85.7 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/004 Multicollinearity_en.srt
7.9 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/005 Model Improvement.mp4
106.6 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/005 Model Improvement_en.srt
10.3 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/006 Model Evaluation.mp4
75.8 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/006 Model Evaluation_en.srt
6.8 KB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/007 Model Result Visualization.mp4
58 MB
~Get Your Files Here !/05 - Classic Statistical Linear Regression Models/007 Model Result Visualization_en.srt
6.3 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/001 Machine Learning Modelling Process.mp4
12 MB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/001 Machine Learning Modelling Process_en.srt
1.5 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/001 ml-linear-model-process-notes.pdf
185.4 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/002 machine-learn-regression-notes.pdf
676.5 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/002 Model Trainning.mp4
43.8 MB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/002 Model Trainning_en.srt
4.8 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/003 Model Evaluation.mp4
34.7 MB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/003 Model Evaluation_en.srt
2.8 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/004 Model Improvement.mp4
119.6 MB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/004 Model Improvement_en.srt
10.5 KB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/005 Model Result Visualization.mp4
114.5 MB
~Get Your Files Here !/06 - Machine Learning Linear Regression Models/005 Model Result Visualization_en.srt
