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Download Machine Learning with Python - Data Science for Beginners

Machine Learning with Python Data Science for Beginners

Name

Machine Learning with Python - Data Science for Beginners

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Total Size

1.3 GB

Total Files

76

Hash

C34CE2A4345305CC64CB0A096835C208B82884EF

/02 Introduction to Data Scientists Toolbox/

022 Data Visualization.mp4

63.6 MB

008 Download PPT and Code.html

0.9 KB

009 Overview of Contents.mp4

3.4 MB

010 Quick recap of Python.mp4

9.0 MB

011 Python 2.7 vs Python 3.5.mp4

8.3 MB

012 Installation Setup.mp4

21.4 MB

013 Datatypes Overview.mp4

10.3 MB

014 Spyder tour.mp4

6.2 MB

015 Datatypes demo.mp4

43.7 MB

016 Datatypes- Numpy.mp4

20.2 MB

017 Datatypes-Pandas.mp4

19.2 MB

018 Data Engineering.mp4

52.2 MB

019 Data Engineering 2.mp4

13.5 MB

020 Data Engineering 3.mp4

21.7 MB

021 Functions.mp4

14.1 MB

/01 Introduction/

002 Overview of Contents.mp4

3.4 MB

003 The Bigger Picture.mp4

12.0 MB

004 The Problem Landscape.mp4

22.6 MB

005 Defining Data Science.mp4

12.8 MB

006 Demystifying AI-ML-Data Science.mp4

8.1 MB

007 Exploring the Data Scientists Toolbox.mp4

19.7 MB

001 PPT.html

0.9 KB

/01 Introduction/attached files/

001 Module-1.pptx

1.0 MB

/attached files/

008 Module-2-Codes.zip

4.6 KB

008 Module-2.pptx

3.3 MB

/03 Exploratory Data Analysis Feature Engineering and Hypothesis Testing/

023 Download PPT and Code.html

0.9 KB

024 Overview of Contents.mp4

2.6 MB

025 Machine Learning Methodology.mp4

14.3 MB

026 Exploratory Data Analysis.mp4

6.3 MB

027 Univariate Analysis.mp4

15.3 MB

028 Univariate Analysis 2.mp4

32.2 MB

029 Bivariate Analysis.mp4

57.9 MB

030 Feature Engineering.mp4

36.4 MB

031 Introduction to Statistics.mp4

31.9 MB

032 Probability Distributions.mp4

15.2 MB

/attached files/

023 Module-3-Codes.zip

1.8 KB

023 Module-3.pptx

3.3 MB

/04 Machine Learning/

033 Download PPT and Code.html

0.9 KB

034 Overview of Contents.mp4

4.9 MB

035 Introduction to Machine Learning.mp4

35.8 MB

036 Supervised Learning.mp4

6.2 MB

037 Simple Multiple Linear Regression.mp4

25.0 MB

038 Regression Demo.mp4

32.5 MB

039 Classification - Logistic Regression.mp4

18.6 MB

040 Classification Logistic Regression Demo.mp4

21.0 MB

041 Decision Trees.mp4

37.2 MB

042 Decision Trees Demo.mp4

41.2 MB

043 Unsupervised Learning - Clustering.mp4

19.1 MB

044 Unsupervised Learning Clustering Demo.mp4

15.3 MB

045 Unsupervised Learning -Association Rules.mp4

9.4 MB

046 Model Evaluation - Regression.mp4

8.2 MB

047 Model Evaluation - Regression Demo.mp4

20.4 MB

048 Model Evaluation - Classification.mp4

15.4 MB

049 Model Evaluation - Classification Demo.mp4

27.2 MB

050 Regularization Hyperparameter tuning.mp4

22.1 MB

051 Bias Variance Tradeoff.mp4

13.3 MB

052 Cross Validation.mp4

11.5 MB

053 Hyperparameter Tuning.mp4

10.7 MB

054 Cross Validation Hyperparameter Demo.mp4

43.6 MB

055 Ensemble Modeling.mp4

28.4 MB

056 Random Forest Bagging.mp4

14.7 MB

057 XGBoost Boosting.mp4

7.5 MB

058 RF XGB Demo.mp4

31.7 MB

/attached files/

033 Module-4-Codes.zip

7.7 KB

033 Module-4.pptx

4.3 MB

/05 Capstone Project/

059 Download PPT Code and Data.html

0.9 KB

060 Overview of Contents.mp4

6.4 MB

061 Project Use Case Overview.mp4

16.4 MB

062 Defining the Problem Statement.mp4

10.7 MB

063 Business Solution Blueprint.mp4

23.2 MB

064 Explore Define a ML use case.mp4

16.4 MB

065 EDA and Feature Engineering.mp4

28.4 MB

066 Approach for Model Development Evaluation Optimization.mp4

24.1 MB

067 Storyboarding.mp4

11.3 MB

/attached files/

059 Module-5-Code-Data.zip

1.0 MB

059 Module-5.pptx

3.0 MB

 

Total files 76


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