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Name:	[FreeTutorials Us] python for data science and machine learning bootcamp
Usenet:	Downloads Anonymously to Unlimited data Access! Get Usenet Free Trial
Hash:	5D7C04B52E2EFF855DCBC70651BF2D2C6FFB904E
Category:	Other
Peers:	Seeds: 0 & Leechers: 0
Size:	4.15 GB
Stream:	Watch Full HD Movies @ LimeMovies
Date:	14 October 2017

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Torrent Files Size: 4.15 GB
[FreeTutorials.Us] python-for-data-science-and-machine-learning-bootcamp 01 Course Introduction 001 Introduction to the Course.mp4 - 43.01 MB 002 Course Help and Welcome.mp4 - 22.13 MB 003 Course FAQs.html - 5.61 KB attached_files/003 Course FAQs/Python-Data-Science-and-Machine-Learning-Bootcamp.zip - 132.9 MB 02 Environment Set-Up 004 Environment Set-up and Installation.mp4 - 28.17 MB 03 Jupyter Overview 005 Jupyter Notebooks.mp4 - 37.76 MB 006 Optional Virtual Environments.mp4 - 21.78 MB attached_files/005 Jupyter Notebooks/Python-Data-Science-and-Machine-Learning-Bootcamp.zip - 132.9 MB 04 Python Crash Course 007 Welcome to the Python Crash Course Section.mp4 - 10.7 MB 008 Introduction to Python Crash Course.mp4 - 3.03 MB 009 Python Crash Course - Part 1.mp4 - 40.15 MB 010 Python Crash Course - Part 2.mp4 - 32.21 MB 011 Python Crash Course - Part 3.mp4 - 35.76 MB 012 Python Crash Course - Part 4.mp4 - 32.55 MB 013 Python Crash Course Exercises - Overview.mp4 - 12.23 MB 014 Python Crash Course Exercises - Solutions.mp4 - 34.41 MB 05 Python for Data Analysis - NumPy 015 Welcome to the NumPy Section.mp4 - 6.99 MB 016 Introduction to Numpy.mp4 - 4.72 MB 017 Numpy Arrays.mp4 - 38.13 MB 018 Quick Note on Array Indexing.html - 1.32 KB 019 Numpy Array Indexing.mp4 - 42.25 MB 020 Numpy Operations.mp4 - 30.1 MB 021 Numpy Exercises Overview.mp4 - 12.21 MB 022 Numpy Exercises Solutions.mp4 - 46.23 MB 06 Python for Data Analysis - Pandas 023 Welcome to the Pandas Section.mp4 - 9.13 MB 024 Introduction to Pandas.mp4 - 3.53 MB 025 Series.mp4 - 22.69 MB 026 DataFrames - Part 1.mp4 - 45.61 MB 027 DataFrames - Part 2.mp4 - 49.87 MB 028 DataFrames - Part 3.mp4 - 24.3 MB 029 Missing Data.mp4 - 13.68 MB 030 Groupby.mp4 - 16.69 MB 031 Merging Joining and Concatenating.mp4 - 30.38 MB 032 Operations.mp4 - 27.35 MB 033 Data Input and Output.mp4 - 44.49 MB 07 Python for Data Analysis - Pandas Exercises 034 SF Salaries Exercise Overview.mp4 - 8.3 MB 035 Note on SF Salary Exercise.html - 855 bytes 036 SF Salaries Solutions.mp4 - 51.78 MB 037 Ecommerce Purchases Exercise Overview.mp4 - 8.79 MB 038 Ecommerce Purchases Exercise Solutions.mp4 - 52.02 MB 08 Python for Data Visualization - Matplotlib 039 Welcome to the Data Visualization Section.mp4 - 14.24 MB 040 Introduction to Matplotlib.mp4 - 16.33 MB 041 Matplotlib Part 1.mp4 - 41.62 MB 042 Matplotlib Part 2.mp4 - 35.46 MB 043 Matplotlib Part 3.mp4 - 31.9 MB 044 Matplotlib Exercises Overview.mp4 - 7.71 MB 045 Matplotlib Exercises - Solutions.mp4 - 32.8 MB 09 Python for Data Visualization - Seaborn 046 Introduction to Seaborn.mp4 - 11.58 MB 047 Distribution Plots.mp4 - 61.74 MB 048 Categorical Plots.mp4 - 44.38 MB 049 Matrix Plots.mp4 - 25.41 MB 050 Regression Plots.mp4 - 18.03 MB 051 Grids.mp4 - 23.94 MB 052 Style and Color.mp4 - 22.69 MB 053 Seaborn Exercise Overview.mp4 - 8.25 MB 054 Seaborn Exercise Solutions.mp4 - 24.23 MB 10 Python for Data Visualization - Pandas Built-in Data Visualization 055 Pandas Built-in Data Visualization.mp4 - 36.87 MB 056 Pandas Data Visualization Exercise.mp4 - 6.55 MB 057 Pandas Data Visualization Exercise- Solutions.mp4 - 35.9 MB 11 Python for Data Visualization - Plotly and Cufflinks 058 Introduction to Plotly and Cufflinks.mp4 - 15.63 MB 059 Plotly and Cufflinks.mp4 - 62.6 MB 12 Python for Data Visualization - Geographical Plotting 060 Introduction to Geographical Plotting.mp4 - 2.15 MB 061 Choropleth Maps - Part 1 - USA.mp4 - 54.96 MB 062 Choropleth Maps - Part 2 - World.mp4 - 24.41 MB 063 Choropleth Exercises.mp4 - 12.87 MB 064 Choropleth Exercises - Solutions.mp4 - 33.46 MB 13 Data Capstone Project 065 Welcome to the Data Capstone Projects.mp4 - 10.97 MB 066 911 Calls Project Overview.mp4 - 11.44 MB 067 911 Calls Solutions - Part 1.mp4 - 49.16 MB 068 911 Calls Solutions - Part 2.mp4 - 58.83 MB 069 Finance Data Project Overview.mp4 - 16.37 MB 070 Bank Data.html - 642 bytes 071 Finance Project - Solutions Part 1.mp4 - 60.46 MB 072 Finance Project - Solutions Part 2.mp4 - 55.85 MB 073 Finance Project - Solutions Part 3.mp4 - 19.91 MB 14 Introduction to Machine Learning 074 Welcome to the Machine Learning Section.mp4 - 19.5 MB 075 Link for ISLR.html - 689 bytes 076 Introduction to Machine Learning.mp4 - 37.61 MB 077 Machine Learning with Python.mp4 - 18.78 MB attached_files/075 Link for ISLR/Python-DS-Presentations.zip - 2.79 MB 15 Linear Regression 078 Linear Regression Theory.mp4 - 9.89 MB 079 model_selection Updates for SciKit Learn 0.18.html - 1.13 KB 080 Linear Regression with Python - Part 1.mp4 - 52.3 MB 081 Linear Regression with Python - Part 2.mp4 - 19.27 MB 082 Linear Regression Project Overview.mp4 - 14.2 MB 083 Linear Regression Project Solution.mp4 - 56.46 MB 16 Cross Validation and Bias-Variance Trade-Off 084 Bias Variance Trade-Off.mp4 - 12.93 MB 17 Logistic Regression 085 Logistic Regression Theory.mp4 - 23.54 MB 086 Logistic Regression with Python - Part 1.mp4 - 49.03 MB 087 Logistic Regression with Python - Part 2.mp4 - 38.83 MB 088 Logistic Regression with Python - Part 3.mp4 - 20.02 MB 089 Logistic Regression Project Overview.mp4 - 6.65 MB 090 Logistic Regression Project Solutions.mp4 - 36.69 MB 18 K Nearest Neighbors 091 KNN Theory.mp4 - 11.17 MB 092 KNN with Python.mp4 - 54.68 MB 093 KNN Project Overview.mp4 - 7.1 MB 094 KNN Project Solutions.mp4 - 70.85 MB 19 Decision Trees and Random Forests 095 Introduction to Tree Methods.mp4 - 13.49 MB 096 Decision Trees and Random Forest with Python.mp4 - 49.09 MB 097 Decision Trees and Random Forest Project Overview.mp4 - 15.42 MB 098 Decision Trees and Random Forest Solutions Part 1.mp4 - 36.72 MB 099 Decision Trees and Random Forest Solutions Part 2.mp4 - 32.3 MB 20 Support Vector Machines 100 SVM Theory.mp4 - 9.9 MB 101 Support Vector Machines with Python.mp4 - 56.15 MB 102 SVM Project Overview.mp4 - 11.17 MB 103 SVM Project Solutions.mp4 - 33.57 MB 21 K Means Clustering 104 K Means Algorithm Theory.mp4 - 10.98 MB 105 K Means with Python.mp4 - 34.62 MB 106 K Means Project Overview.mp4 - 11.56 MB 107 K Means Project Solutions.mp4 - 56.73 MB 22 Principal Component Analysis 108 Principal Component Analysis.mp4 - 7.12 MB 109 PCA with Python.mp4 - 49.81 MB 23 Recommender Systems 110 Recommender Systems.mp4 - 9.1 MB 111 Recommender Systems with Python - Part 1.mp4 - 43.39 MB 112 Recommender Systems with Python - Part 2.mp4 - 39.41 MB 24 Natural Language Processing 113 Natural Language Processing Theory.mp4 - 9.81 MB 114 NLP with Python - Part 1.mp4 - 47.41 MB 115 NLP with Python - Part 2.mp4 - 49.08 MB 116 NLP with Python - Part 3.mp4 - 43.48 MB 117 NLP Project Overview.mp4 - 8.44 MB 118 NLP Project Solutions.mp4 - 57.69 MB 25 Big Data and Spark with Python 119 Welcome to the Big Data Section.mp4 - 14.23 MB 120 Big Data Overview.mp4 - 11.29 MB 121 Spark Overview.mp4 - 17.49 MB 122 Local Spark Set-Up.html - 1.9 KB 123 AWS Account Set-Up.mp4 - 13.1 MB 124 Quick Note on AWS Security.html - 688 bytes 125 EC2 Instance Set-Up.mp4 - 86.53 MB 126 SSH with Mac or Linux.mp4 - 10.89 MB 127 PySpark Setup.mp4 - 70.62 MB 128 Lambda Expressions Review.mp4 - 10.31 MB 129 Introduction to Spark and Python.mp4 - 18.08 MB 130 RDD Transformations and Actions.mp4 - 70.8 MB 26 Neural Nets and Deep Learning 131 Neural Network Theory.mp4 - 14.52 MB 132 Welcome to the Deep Learning Section.mp4 - 13.35 MB 133 What is TensorFlow.mp4 - 32.8 MB 134 Changes with TensorFlow.html - 2.87 KB 135 TensorFlow Installation.mp4 - 91.93 MB 136 TensorFlow Basics.mp4 - 36.59 MB 137 MNIST with Multi-Layer Perceptron - Part 1.mp4 - 25.22 MB 138 MNIST with Multi-Layer Perceptron - Part 2.mp4 - 45.18 MB 139 MNIST with Multi-Layer Perceptron - Part 3.mp4 - 56.7 MB 140 TensorFlow with ContribLearn.mp4 - 23.76 MB 141 Tensorflow Project Exercise Overview.mp4 - 40.59 MB 142 Tensorflow Project Exercise - Solutions.mp4 - 52.71 MB attached_files/131 Neural Network Theory/Deep-Learning.zip - 1.02 MB 27 BONUS DISCOUNT COUPONS FOR OTHER COURSES 143 Discount Coupons for my Courses.html - 1.63 KB FreeTutorials.us.html - 125 bytes [FreeTutorials.us].txt - 75 bytes

Torrent Files

Size: 4.15 GB

[FreeTutorials.Us] python-for-data-science-and-machine-learning-bootcamp

01 Course Introduction

001 Introduction to the Course.mp4 -

43.01 MB

002 Course Help and Welcome.mp4 -

22.13 MB

003 Course FAQs.html -

5.61 KB

attached_files/003 Course FAQs/Python-Data-Science-and-Machine-Learning-Bootcamp.zip -

132.9 MB

02 Environment Set-Up

004 Environment Set-up and Installation.mp4 -

28.17 MB

03 Jupyter Overview

005 Jupyter Notebooks.mp4 -

37.76 MB

006 Optional Virtual Environments.mp4 -

21.78 MB

attached_files/005 Jupyter Notebooks/Python-Data-Science-and-Machine-Learning-Bootcamp.zip -

132.9 MB

04 Python Crash Course

007 Welcome to the Python Crash Course Section.mp4 -

10.7 MB

008 Introduction to Python Crash Course.mp4 -

3.03 MB

009 Python Crash Course - Part 1.mp4 -

40.15 MB

010 Python Crash Course - Part 2.mp4 -

32.21 MB

011 Python Crash Course - Part 3.mp4 -

35.76 MB

012 Python Crash Course - Part 4.mp4 -

32.55 MB

013 Python Crash Course Exercises - Overview.mp4 -

12.23 MB

014 Python Crash Course Exercises - Solutions.mp4 -

34.41 MB

05 Python for Data Analysis - NumPy

015 Welcome to the NumPy Section.mp4 -

6.99 MB

016 Introduction to Numpy.mp4 -

4.72 MB

017 Numpy Arrays.mp4 -

38.13 MB

018 Quick Note on Array Indexing.html -

1.32 KB

019 Numpy Array Indexing.mp4 -

42.25 MB

020 Numpy Operations.mp4 -

30.1 MB

021 Numpy Exercises Overview.mp4 -

12.21 MB

022 Numpy Exercises Solutions.mp4 -

46.23 MB

06 Python for Data Analysis - Pandas

023 Welcome to the Pandas Section.mp4 -

9.13 MB

024 Introduction to Pandas.mp4 -

3.53 MB

025 Series.mp4 -

22.69 MB

026 DataFrames - Part 1.mp4 -

45.61 MB

027 DataFrames - Part 2.mp4 -

49.87 MB

028 DataFrames - Part 3.mp4 -

24.3 MB

029 Missing Data.mp4 -

13.68 MB

030 Groupby.mp4 -

16.69 MB

031 Merging Joining and Concatenating.mp4 -

30.38 MB

032 Operations.mp4 -

27.35 MB

033 Data Input and Output.mp4 -

44.49 MB

07 Python for Data Analysis - Pandas Exercises

034 SF Salaries Exercise Overview.mp4 -

8.3 MB

035 Note on SF Salary Exercise.html -

855 bytes

036 SF Salaries Solutions.mp4 -

51.78 MB

037 Ecommerce Purchases Exercise Overview.mp4 -

8.79 MB

038 Ecommerce Purchases Exercise Solutions.mp4 -

52.02 MB

08 Python for Data Visualization - Matplotlib

039 Welcome to the Data Visualization Section.mp4 -

14.24 MB

040 Introduction to Matplotlib.mp4 -

16.33 MB

041 Matplotlib Part 1.mp4 -

41.62 MB

042 Matplotlib Part 2.mp4 -

35.46 MB

043 Matplotlib Part 3.mp4 -

31.9 MB

044 Matplotlib Exercises Overview.mp4 -

7.71 MB

045 Matplotlib Exercises - Solutions.mp4 -

32.8 MB

09 Python for Data Visualization - Seaborn

046 Introduction to Seaborn.mp4 -

11.58 MB

047 Distribution Plots.mp4 -

61.74 MB

048 Categorical Plots.mp4 -

44.38 MB

049 Matrix Plots.mp4 -

25.41 MB

050 Regression Plots.mp4 -

18.03 MB

051 Grids.mp4 -

23.94 MB

052 Style and Color.mp4 -

22.69 MB

053 Seaborn Exercise Overview.mp4 -

8.25 MB

054 Seaborn Exercise Solutions.mp4 -

24.23 MB

10 Python for Data Visualization - Pandas Built-in Data Visualization

055 Pandas Built-in Data Visualization.mp4 -

36.87 MB

056 Pandas Data Visualization Exercise.mp4 -

6.55 MB

057 Pandas Data Visualization Exercise- Solutions.mp4 -

35.9 MB

11 Python for Data Visualization - Plotly and Cufflinks

058 Introduction to Plotly and Cufflinks.mp4 -

15.63 MB

059 Plotly and Cufflinks.mp4 -

62.6 MB

12 Python for Data Visualization - Geographical Plotting

060 Introduction to Geographical Plotting.mp4 -

2.15 MB

061 Choropleth Maps - Part 1 - USA.mp4 -

54.96 MB

062 Choropleth Maps - Part 2 - World.mp4 -

24.41 MB

063 Choropleth Exercises.mp4 -

12.87 MB

064 Choropleth Exercises - Solutions.mp4 -

33.46 MB

13 Data Capstone Project

065 Welcome to the Data Capstone Projects.mp4 -

10.97 MB

066 911 Calls Project Overview.mp4 -

11.44 MB

067 911 Calls Solutions - Part 1.mp4 -

49.16 MB

068 911 Calls Solutions - Part 2.mp4 -

58.83 MB

069 Finance Data Project Overview.mp4 -

16.37 MB

070 Bank Data.html -

642 bytes

071 Finance Project - Solutions Part 1.mp4 -

60.46 MB

072 Finance Project - Solutions Part 2.mp4 -

55.85 MB

073 Finance Project - Solutions Part 3.mp4 -

19.91 MB

14 Introduction to Machine Learning

074 Welcome to the Machine Learning Section.mp4 -

19.5 MB

075 Link for ISLR.html -

689 bytes

076 Introduction to Machine Learning.mp4 -

37.61 MB

077 Machine Learning with Python.mp4 -

18.78 MB

attached_files/075 Link for ISLR/Python-DS-Presentations.zip -

2.79 MB

15 Linear Regression

078 Linear Regression Theory.mp4 -

9.89 MB

079 model_selection Updates for SciKit Learn 0.18.html -

1.13 KB

080 Linear Regression with Python - Part 1.mp4 -

52.3 MB

081 Linear Regression with Python - Part 2.mp4 -

19.27 MB

082 Linear Regression Project Overview.mp4 -

14.2 MB

083 Linear Regression Project Solution.mp4 -

56.46 MB

16 Cross Validation and Bias-Variance Trade-Off

084 Bias Variance Trade-Off.mp4 -

12.93 MB

17 Logistic Regression

085 Logistic Regression Theory.mp4 -

23.54 MB

086 Logistic Regression with Python - Part 1.mp4 -

49.03 MB

087 Logistic Regression with Python - Part 2.mp4 -

38.83 MB

088 Logistic Regression with Python - Part 3.mp4 -

20.02 MB

089 Logistic Regression Project Overview.mp4 -

6.65 MB

090 Logistic Regression Project Solutions.mp4 -

36.69 MB

18 K Nearest Neighbors

091 KNN Theory.mp4 -

11.17 MB

092 KNN with Python.mp4 -

54.68 MB

093 KNN Project Overview.mp4 -

7.1 MB

094 KNN Project Solutions.mp4 -

70.85 MB

19 Decision Trees and Random Forests

095 Introduction to Tree Methods.mp4 -

13.49 MB

096 Decision Trees and Random Forest with Python.mp4 -

49.09 MB

097 Decision Trees and Random Forest Project Overview.mp4 -

15.42 MB

098 Decision Trees and Random Forest Solutions Part 1.mp4 -

36.72 MB

099 Decision Trees and Random Forest Solutions Part 2.mp4 -

32.3 MB

20 Support Vector Machines

100 SVM Theory.mp4 -

9.9 MB

101 Support Vector Machines with Python.mp4 -

56.15 MB

102 SVM Project Overview.mp4 -

11.17 MB

103 SVM Project Solutions.mp4 -

33.57 MB

21 K Means Clustering

104 K Means Algorithm Theory.mp4 -

10.98 MB

105 K Means with Python.mp4 -

34.62 MB

106 K Means Project Overview.mp4 -

11.56 MB

107 K Means Project Solutions.mp4 -

56.73 MB

22 Principal Component Analysis

108 Principal Component Analysis.mp4 -

7.12 MB

109 PCA with Python.mp4 -

49.81 MB

23 Recommender Systems

110 Recommender Systems.mp4 -

9.1 MB

111 Recommender Systems with Python - Part 1.mp4 -

43.39 MB

112 Recommender Systems with Python - Part 2.mp4 -

39.41 MB

24 Natural Language Processing

113 Natural Language Processing Theory.mp4 -

9.81 MB

114 NLP with Python - Part 1.mp4 -

47.41 MB

115 NLP with Python - Part 2.mp4 -

49.08 MB

116 NLP with Python - Part 3.mp4 -

43.48 MB

117 NLP Project Overview.mp4 -

8.44 MB

118 NLP Project Solutions.mp4 -

57.69 MB

25 Big Data and Spark with Python

119 Welcome to the Big Data Section.mp4 -

14.23 MB

120 Big Data Overview.mp4 -

11.29 MB

121 Spark Overview.mp4 -

17.49 MB

122 Local Spark Set-Up.html -

1.9 KB

123 AWS Account Set-Up.mp4 -

13.1 MB

124 Quick Note on AWS Security.html -

688 bytes

125 EC2 Instance Set-Up.mp4 -

86.53 MB

126 SSH with Mac or Linux.mp4 -

10.89 MB

127 PySpark Setup.mp4 -

70.62 MB

128 Lambda Expressions Review.mp4 -

10.31 MB

129 Introduction to Spark and Python.mp4 -

18.08 MB

130 RDD Transformations and Actions.mp4 -

70.8 MB

26 Neural Nets and Deep Learning

131 Neural Network Theory.mp4 -

14.52 MB

132 Welcome to the Deep Learning Section.mp4 -

13.35 MB

133 What is TensorFlow.mp4 -

32.8 MB

134 Changes with TensorFlow.html -

2.87 KB

135 TensorFlow Installation.mp4 -

91.93 MB

136 TensorFlow Basics.mp4 -

36.59 MB

137 MNIST with Multi-Layer Perceptron - Part 1.mp4 -

25.22 MB

138 MNIST with Multi-Layer Perceptron - Part 2.mp4 -

45.18 MB

139 MNIST with Multi-Layer Perceptron - Part 3.mp4 -

56.7 MB

140 TensorFlow with ContribLearn.mp4 -

23.76 MB

141 Tensorflow Project Exercise Overview.mp4 -

40.59 MB

142 Tensorflow Project Exercise - Solutions.mp4 -

52.71 MB

attached_files/131 Neural Network Theory/Deep-Learning.zip -

1.02 MB

27 BONUS DISCOUNT COUPONS FOR OTHER COURSES

143 Discount Coupons for my Courses.html -

1.63 KB

FreeTutorials.us.html -

125 bytes

[FreeTutorials.us].txt -

75 bytes

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