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

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Number of Files:

149

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4.15GB

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2017-08-13

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FreeTutorials Us python for data science and machine learning bootcamp

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File Name

Size

01 Course Introduction/001 Introduction to the Course.mp4

43.01MB

01 Course Introduction/002 Course Help and Welcome.mp4

22.13MB

01 Course Introduction/003 Course FAQs.html

5.61KB

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

132.9MB

02 Environment Set-Up/004 Environment Set-up and Installation.mp4

28.17MB

03 Jupyter Overview/005 Jupyter Notebooks.mp4

37.76MB

03 Jupyter Overview/006 Optional Virtual Environments.mp4

21.78MB

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

132.9MB

04 Python Crash Course/007 Welcome to the Python Crash Course Section.mp4

10.7MB

04 Python Crash Course/008 Introduction to Python Crash Course.mp4

3.03MB

04 Python Crash Course/009 Python Crash Course - Part 1.mp4

40.15MB

04 Python Crash Course/010 Python Crash Course - Part 2.mp4

32.21MB

04 Python Crash Course/011 Python Crash Course - Part 3.mp4

35.76MB

04 Python Crash Course/012 Python Crash Course - Part 4.mp4

32.55MB

04 Python Crash Course/013 Python Crash Course Exercises - Overview.mp4

12.23MB

04 Python Crash Course/014 Python Crash Course Exercises - Solutions.mp4

34.41MB

05 Python for Data Analysis - NumPy/015 Welcome to the NumPy Section.mp4

6.99MB

05 Python for Data Analysis - NumPy/016 Introduction to Numpy.mp4

4.72MB

05 Python for Data Analysis - NumPy/017 Numpy Arrays.mp4

38.13MB

05 Python for Data Analysis - NumPy/018 Quick Note on Array Indexing.html

1.32KB

05 Python for Data Analysis - NumPy/019 Numpy Array Indexing.mp4

42.25MB

05 Python for Data Analysis - NumPy/020 Numpy Operations.mp4

30.1MB

05 Python for Data Analysis - NumPy/021 Numpy Exercises Overview.mp4

12.21MB

05 Python for Data Analysis - NumPy/022 Numpy Exercises Solutions.mp4

46.23MB

06 Python for Data Analysis - Pandas/023 Welcome to the Pandas Section.mp4

9.13MB

06 Python for Data Analysis - Pandas/024 Introduction to Pandas.mp4

3.53MB

06 Python for Data Analysis - Pandas/025 Series.mp4

22.69MB

06 Python for Data Analysis - Pandas/026 DataFrames - Part 1.mp4

45.61MB

06 Python for Data Analysis - Pandas/027 DataFrames - Part 2.mp4

49.87MB

06 Python for Data Analysis - Pandas/028 DataFrames - Part 3.mp4

24.3MB

06 Python for Data Analysis - Pandas/029 Missing Data.mp4

13.68MB

06 Python for Data Analysis - Pandas/030 Groupby.mp4

16.69MB

06 Python for Data Analysis - Pandas/031 Merging Joining and Concatenating.mp4

30.38MB

06 Python for Data Analysis - Pandas/032 Operations.mp4

27.35MB

06 Python for Data Analysis - Pandas/033 Data Input and Output.mp4

44.49MB

07 Python for Data Analysis - Pandas Exercises/034 SF Salaries Exercise Overview.mp4

8.3MB

07 Python for Data Analysis - Pandas Exercises/035 Note on SF Salary Exercise.html

855B

07 Python for Data Analysis - Pandas Exercises/036 SF Salaries Solutions.mp4

51.78MB

07 Python for Data Analysis - Pandas Exercises/037 Ecommerce Purchases Exercise Overview.mp4

8.79MB

07 Python for Data Analysis - Pandas Exercises/038 Ecommerce Purchases Exercise Solutions.mp4

52.02MB

08 Python for Data Visualization - Matplotlib/039 Welcome to the Data Visualization Section.mp4

14.24MB

08 Python for Data Visualization - Matplotlib/040 Introduction to Matplotlib.mp4

16.33MB

08 Python for Data Visualization - Matplotlib/041 Matplotlib Part 1.mp4

41.62MB

08 Python for Data Visualization - Matplotlib/042 Matplotlib Part 2.mp4

35.46MB

08 Python for Data Visualization - Matplotlib/043 Matplotlib Part 3.mp4

31.9MB

08 Python for Data Visualization - Matplotlib/044 Matplotlib Exercises Overview.mp4

7.71MB

08 Python for Data Visualization - Matplotlib/045 Matplotlib Exercises - Solutions.mp4

32.8MB

09 Python for Data Visualization - Seaborn/046 Introduction to Seaborn.mp4

11.58MB

09 Python for Data Visualization - Seaborn/047 Distribution Plots.mp4

61.74MB

09 Python for Data Visualization - Seaborn/048 Categorical Plots.mp4

44.38MB

09 Python for Data Visualization - Seaborn/049 Matrix Plots.mp4

25.41MB

09 Python for Data Visualization - Seaborn/050 Regression Plots.mp4

18.03MB

09 Python for Data Visualization - Seaborn/051 Grids.mp4

23.94MB

09 Python for Data Visualization - Seaborn/052 Style and Color.mp4

22.69MB

09 Python for Data Visualization - Seaborn/053 Seaborn Exercise Overview.mp4

8.25MB

09 Python for Data Visualization - Seaborn/054 Seaborn Exercise Solutions.mp4

24.23MB

10 Python for Data Visualization - Pandas Built-in Data Visualization/055 Pandas Built-in Data Visualization.mp4

36.87MB

10 Python for Data Visualization - Pandas Built-in Data Visualization/056 Pandas Data Visualization Exercise.mp4

6.55MB

10 Python for Data Visualization - Pandas Built-in Data Visualization/057 Pandas Data Visualization Exercise- Solutions.mp4

35.9MB

11 Python for Data Visualization - Plotly and Cufflinks/058 Introduction to Plotly and Cufflinks.mp4

15.63MB

11 Python for Data Visualization - Plotly and Cufflinks/059 Plotly and Cufflinks.mp4

62.6MB

12 Python for Data Visualization - Geographical Plotting/060 Introduction to Geographical Plotting.mp4

2.15MB

12 Python for Data Visualization - Geographical Plotting/061 Choropleth Maps - Part 1 - USA.mp4

54.96MB

12 Python for Data Visualization - Geographical Plotting/062 Choropleth Maps - Part 2 - World.mp4

24.41MB

12 Python for Data Visualization - Geographical Plotting/063 Choropleth Exercises.mp4

12.87MB

12 Python for Data Visualization - Geographical Plotting/064 Choropleth Exercises - Solutions.mp4

33.46MB

13 Data Capstone Project/065 Welcome to the Data Capstone Projects.mp4

10.97MB

13 Data Capstone Project/066 911 Calls Project Overview.mp4

11.44MB

13 Data Capstone Project/067 911 Calls Solutions - Part 1.mp4

49.16MB

13 Data Capstone Project/068 911 Calls Solutions - Part 2.mp4

58.83MB

13 Data Capstone Project/069 Finance Data Project Overview.mp4

16.37MB

13 Data Capstone Project/070 Bank Data.html

642B

13 Data Capstone Project/071 Finance Project - Solutions Part 1.mp4

60.46MB

13 Data Capstone Project/072 Finance Project - Solutions Part 2.mp4

55.85MB

13 Data Capstone Project/073 Finance Project - Solutions Part 3.mp4

19.91MB

14 Introduction to Machine Learning/074 Welcome to the Machine Learning Section.mp4

19.5MB

14 Introduction to Machine Learning/075 Link for ISLR.html

689B

14 Introduction to Machine Learning/076 Introduction to Machine Learning.mp4

37.61MB

14 Introduction to Machine Learning/077 Machine Learning with Python.mp4

18.78MB

14 Introduction to Machine Learning/attached_files/075 Link for ISLR/Python-DS-Presentations.zip

2.79MB

15 Linear Regression/078 Linear Regression Theory.mp4

9.89MB

15 Linear Regression/079 model_selection Updates for SciKit Learn 0.18.html

1.13KB

15 Linear Regression/080 Linear Regression with Python - Part 1.mp4

52.3MB

15 Linear Regression/081 Linear Regression with Python - Part 2.mp4

19.27MB

15 Linear Regression/082 Linear Regression Project Overview.mp4

14.2MB

15 Linear Regression/083 Linear Regression Project Solution.mp4

56.46MB

16 Cross Validation and Bias-Variance Trade-Off/084 Bias Variance Trade-Off.mp4

12.93MB

17 Logistic Regression/085 Logistic Regression Theory.mp4

23.54MB

17 Logistic Regression/086 Logistic Regression with Python - Part 1.mp4

49.03MB

17 Logistic Regression/087 Logistic Regression with Python - Part 2.mp4

38.83MB

17 Logistic Regression/088 Logistic Regression with Python - Part 3.mp4

20.02MB

17 Logistic Regression/089 Logistic Regression Project Overview.mp4

6.65MB

17 Logistic Regression/090 Logistic Regression Project Solutions.mp4

36.69MB

18 K Nearest Neighbors/091 KNN Theory.mp4

11.17MB

18 K Nearest Neighbors/092 KNN with Python.mp4

54.68MB

18 K Nearest Neighbors/093 KNN Project Overview.mp4

7.1MB

18 K Nearest Neighbors/094 KNN Project Solutions.mp4

70.85MB

19 Decision Trees and Random Forests/095 Introduction to Tree Methods.mp4

13.49MB

19 Decision Trees and Random Forests/096 Decision Trees and Random Forest with Python.mp4

49.09MB

19 Decision Trees and Random Forests/097 Decision Trees and Random Forest Project Overview.mp4

15.42MB

19 Decision Trees and Random Forests/098 Decision Trees and Random Forest Solutions Part 1.mp4

36.72MB

19 Decision Trees and Random Forests/099 Decision Trees and Random Forest Solutions Part 2.mp4

32.3MB

20 Support Vector Machines/100 SVM Theory.mp4

9.9MB

20 Support Vector Machines/101 Support Vector Machines with Python.mp4

56.15MB

20 Support Vector Machines/102 SVM Project Overview.mp4

11.17MB

20 Support Vector Machines/103 SVM Project Solutions.mp4

33.57MB

21 K Means Clustering/104 K Means Algorithm Theory.mp4

10.98MB

21 K Means Clustering/105 K Means with Python.mp4

34.62MB

21 K Means Clustering/106 K Means Project Overview.mp4

11.56MB

21 K Means Clustering/107 K Means Project Solutions.mp4

56.73MB

22 Principal Component Analysis/108 Principal Component Analysis.mp4

7.12MB

22 Principal Component Analysis/109 PCA with Python.mp4

49.81MB

23 Recommender Systems/110 Recommender Systems.mp4

9.1MB

23 Recommender Systems/111 Recommender Systems with Python - Part 1.mp4

43.39MB

23 Recommender Systems/112 Recommender Systems with Python - Part 2.mp4

39.41MB

24 Natural Language Processing/113 Natural Language Processing Theory.mp4

9.81MB

24 Natural Language Processing/114 NLP with Python - Part 1.mp4

47.41MB

24 Natural Language Processing/115 NLP with Python - Part 2.mp4

49.08MB

24 Natural Language Processing/116 NLP with Python - Part 3.mp4

43.48MB

24 Natural Language Processing/117 NLP Project Overview.mp4

8.44MB

24 Natural Language Processing/118 NLP Project Solutions.mp4

57.69MB

25 Big Data and Spark with Python/119 Welcome to the Big Data Section.mp4

14.23MB

25 Big Data and Spark with Python/120 Big Data Overview.mp4

11.29MB

25 Big Data and Spark with Python/121 Spark Overview.mp4

17.49MB

25 Big Data and Spark with Python/122 Local Spark Set-Up.html

1.9KB

25 Big Data and Spark with Python/123 AWS Account Set-Up.mp4

13.1MB

25 Big Data and Spark with Python/124 Quick Note on AWS Security.html

688B

25 Big Data and Spark with Python/125 EC2 Instance Set-Up.mp4

86.53MB

25 Big Data and Spark with Python/126 SSH with Mac or Linux.mp4

10.89MB

25 Big Data and Spark with Python/127 PySpark Setup.mp4

70.62MB

25 Big Data and Spark with Python/128 Lambda Expressions Review.mp4

10.31MB

25 Big Data and Spark with Python/129 Introduction to Spark and Python.mp4

18.08MB

25 Big Data and Spark with Python/130 RDD Transformations and Actions.mp4

70.8MB

26 Neural Nets and Deep Learning/131 Neural Network Theory.mp4

14.52MB

26 Neural Nets and Deep Learning/132 Welcome to the Deep Learning Section.mp4

13.35MB

26 Neural Nets and Deep Learning/133 What is TensorFlow.mp4

32.8MB

26 Neural Nets and Deep Learning/134 Changes with TensorFlow.html

2.87KB

26 Neural Nets and Deep Learning/135 TensorFlow Installation.mp4

91.93MB

26 Neural Nets and Deep Learning/136 TensorFlow Basics.mp4

36.59MB

26 Neural Nets and Deep Learning/137 MNIST with Multi-Layer Perceptron - Part 1.mp4

25.22MB

26 Neural Nets and Deep Learning/138 MNIST with Multi-Layer Perceptron - Part 2.mp4

45.18MB

26 Neural Nets and Deep Learning/139 MNIST with Multi-Layer Perceptron - Part 3.mp4

56.7MB

26 Neural Nets and Deep Learning/140 TensorFlow with ContribLearn.mp4

23.76MB

26 Neural Nets and Deep Learning/141 Tensorflow Project Exercise Overview.mp4

40.59MB

26 Neural Nets and Deep Learning/142 Tensorflow Project Exercise - Solutions.mp4

52.71MB

26 Neural Nets and Deep Learning/attached_files/131 Neural Network Theory/Deep-Learning.zip

1.02MB

27 BONUS DISCOUNT COUPONS FOR OTHER COURSES/143 Discount Coupons for my Courses.html

1.63KB

FreeTutorials.us.html

125B

[FreeTutorials.us].txt

75B

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