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文档列表

01 Course Introduction/001 Introduction to the Course.mp4 45.1 MB
01 Course Introduction/002 Course Help and Welcome.mp4 23.2 MB
01 Course Introduction/003 Course FAQs.html 5.7 kB
01 Course Introduction/attached_files/003 Course FAQs/Python-Data-Science-and-Machine-Learning-Bootcamp.zip 139.4 MB
02 Environment Set-Up/004 Environment Set-up and Installation.mp4 29.5 MB
03 Jupyter Overview/005 Jupyter Notebooks.mp4 39.6 MB
03 Jupyter Overview/006 Optional Virtual Environments.mp4 22.8 MB
03 Jupyter Overview/attached_files/005 Jupyter Notebooks/Python-Data-Science-and-Machine-Learning-Bootcamp.zip 139.4 MB
04 Python Crash Course/007 Welcome to the Python Crash Course Section.mp4 11.2 MB
04 Python Crash Course/008 Introduction to Python Crash Course.mp4 3.2 MB
04 Python Crash Course/009 Python Crash Course - Part 1.mp4 42.1 MB
04 Python Crash Course/010 Python Crash Course - Part 2.mp4 33.8 MB
04 Python Crash Course/011 Python Crash Course - Part 3.mp4 37.5 MB
04 Python Crash Course/012 Python Crash Course - Part 4.mp4 34.1 MB
04 Python Crash Course/013 Python Crash Course Exercises - Overview.mp4 12.8 MB
04 Python Crash Course/014 Python Crash Course Exercises - Solutions.mp4 36.1 MB
05 Python for Data Analysis - NumPy/015 Welcome to the NumPy Section.mp4 7.3 MB
05 Python for Data Analysis - NumPy/016 Introduction to Numpy.mp4 5.0 MB
05 Python for Data Analysis - NumPy/017 Numpy Arrays.mp4 40.0 MB
05 Python for Data Analysis - NumPy/018 Quick Note on Array Indexing.html 1.4 kB
05 Python for Data Analysis - NumPy/019 Numpy Array Indexing.mp4 44.3 MB
05 Python for Data Analysis - NumPy/020 Numpy Operations.mp4 31.6 MB
05 Python for Data Analysis - NumPy/021 Numpy Exercises Overview.mp4 12.8 MB
05 Python for Data Analysis - NumPy/022 Numpy Exercises Solutions.mp4 48.5 MB
06 Python for Data Analysis - Pandas/023 Welcome to the Pandas Section.mp4 9.6 MB
06 Python for Data Analysis - Pandas/024 Introduction to Pandas.mp4 3.7 MB
06 Python for Data Analysis - Pandas/025 Series.mp4 23.8 MB
06 Python for Data Analysis - Pandas/026 DataFrames - Part 1.mp4 47.8 MB
06 Python for Data Analysis - Pandas/027 DataFrames - Part 2.mp4 52.3 MB
06 Python for Data Analysis - Pandas/028 DataFrames - Part 3.mp4 25.5 MB
06 Python for Data Analysis - Pandas/029 Missing Data.mp4 14.3 MB
06 Python for Data Analysis - Pandas/030 Groupby.mp4 17.5 MB
06 Python for Data Analysis - Pandas/031 Merging Joining and Concatenating.mp4 31.9 MB
06 Python for Data Analysis - Pandas/032 Operations.mp4 28.7 MB
06 Python for Data Analysis - Pandas/033 Data Input and Output.mp4 46.7 MB
07 Python for Data Analysis - Pandas Exercises/034 SF Salaries Exercise Overview.mp4 8.7 MB
07 Python for Data Analysis - Pandas Exercises/035 Note on SF Salary Exercise.html 855 Bytes
07 Python for Data Analysis - Pandas Exercises/036 SF Salaries Solutions.mp4 54.3 MB
07 Python for Data Analysis - Pandas Exercises/037 Ecommerce Purchases Exercise Overview.mp4 9.2 MB
07 Python for Data Analysis - Pandas Exercises/038 Ecommerce Purchases Exercise Solutions.mp4 54.5 MB
08 Python for Data Visualization - Matplotlib/039 Welcome to the Data Visualization Section.mp4 14.9 MB
08 Python for Data Visualization - Matplotlib/040 Introduction to Matplotlib.mp4 17.1 MB
08 Python for Data Visualization - Matplotlib/041 Matplotlib Part 1.mp4 43.6 MB
08 Python for Data Visualization - Matplotlib/042 Matplotlib Part 2.mp4 37.2 MB
08 Python for Data Visualization - Matplotlib/043 Matplotlib Part 3.mp4 33.5 MB
08 Python for Data Visualization - Matplotlib/044 Matplotlib Exercises Overview.mp4 8.1 MB
08 Python for Data Visualization - Matplotlib/045 Matplotlib Exercises - Solutions.mp4 34.4 MB
09 Python for Data Visualization - Seaborn/046 Introduction to Seaborn.mp4 12.1 MB
09 Python for Data Visualization - Seaborn/047 Distribution Plots.mp4 64.7 MB
09 Python for Data Visualization - Seaborn/048 Categorical Plots.mp4 46.5 MB
09 Python for Data Visualization - Seaborn/049 Matrix Plots.mp4 26.6 MB
09 Python for Data Visualization - Seaborn/050 Regression Plots.mp4 18.9 MB
09 Python for Data Visualization - Seaborn/051 Grids.mp4 25.1 MB
09 Python for Data Visualization - Seaborn/052 Style and Color.mp4 23.8 MB
09 Python for Data Visualization - Seaborn/053 Seaborn Exercise Overview.mp4 8.7 MB
09 Python for Data Visualization - Seaborn/054 Seaborn Exercise Solutions.mp4 25.4 MB
10 Python for Data Visualization - Pandas Built-in Data Visualization/055 Pandas Built-in Data Visualization.mp4 38.7 MB
10 Python for Data Visualization - Pandas Built-in Data Visualization/056 Pandas Data Visualization Exercise.mp4 6.9 MB
10 Python for Data Visualization - Pandas Built-in Data Visualization/057 Pandas Data Visualization Exercise- Solutions.mp4 37.6 MB
11 Python for Data Visualization - Plotly and Cufflinks/058 Introduction to Plotly and Cufflinks.mp4 16.4 MB
11 Python for Data Visualization - Plotly and Cufflinks/059 Plotly and Cufflinks.mp4 65.6 MB
12 Python for Data Visualization - Geographical Plotting/060 Introduction to Geographical Plotting.mp4 2.3 MB
12 Python for Data Visualization - Geographical Plotting/061 Choropleth Maps - Part 1 - USA.mp4 57.6 MB
12 Python for Data Visualization - Geographical Plotting/062 Choropleth Maps - Part 2 - World.mp4 25.6 MB
12 Python for Data Visualization - Geographical Plotting/063 Choropleth Exercises.mp4 13.5 MB
12 Python for Data Visualization - Geographical Plotting/064 Choropleth Exercises - Solutions.mp4 35.1 MB
13 Data Capstone Project/065 Welcome to the Data Capstone Projects.mp4 11.5 MB
13 Data Capstone Project/066 911 Calls Project Overview.mp4 12.0 MB
13 Data Capstone Project/067 911 Calls Solutions - Part 1.mp4 51.6 MB
13 Data Capstone Project/068 911 Calls Solutions - Part 2.mp4 61.7 MB
13 Data Capstone Project/069 Finance Data Project Overview.mp4 17.2 MB
13 Data Capstone Project/070 Bank Data.html 642 Bytes
13 Data Capstone Project/071 Finance Project - Solutions Part 1.mp4 63.4 MB
13 Data Capstone Project/072 Finance Project - Solutions Part 2.mp4 58.6 MB
13 Data Capstone Project/073 Finance Project - Solutions Part 3.mp4 20.9 MB
14 Introduction to Machine Learning/074 Welcome to the Machine Learning Section.mp4 20.4 MB
14 Introduction to Machine Learning/075 Link for ISLR.html 689 Bytes
14 Introduction to Machine Learning/076 Introduction to Machine Learning.mp4 39.4 MB
14 Introduction to Machine Learning/077 Machine Learning with Python.mp4 19.7 MB
14 Introduction to Machine Learning/attached_files/075 Link for ISLR/Python-DS-Presentations.zip 2.9 MB
15 Linear Regression/078 Linear Regression Theory.mp4 10.4 MB
15 Linear Regression/079 model_selection Updates for SciKit Learn 0.18.html 1.2 kB
15 Linear Regression/080 Linear Regression with Python - Part 1.mp4 54.8 MB
15 Linear Regression/081 Linear Regression with Python - Part 2.mp4 20.2 MB
15 Linear Regression/082 Linear Regression Project Overview.mp4 14.9 MB
15 Linear Regression/083 Linear Regression Project Solution.mp4 59.2 MB
16 Cross Validation and Bias-Variance Trade-Off/084 Bias Variance Trade-Off.mp4 13.6 MB
17 Logistic Regression/085 Logistic Regression Theory.mp4 24.7 MB
17 Logistic Regression/086 Logistic Regression with Python - Part 1.mp4 51.4 MB
17 Logistic Regression/087 Logistic Regression with Python - Part 2.mp4 40.7 MB
17 Logistic Regression/088 Logistic Regression with Python - Part 3.mp4 21.0 MB
17 Logistic Regression/089 Logistic Regression Project Overview.mp4 7.0 MB
17 Logistic Regression/090 Logistic Regression Project Solutions.mp4 38.5 MB
18 K Nearest Neighbors/091 KNN Theory.mp4 11.7 MB
18 K Nearest Neighbors/092 KNN with Python.mp4 57.3 MB
18 K Nearest Neighbors/093 KNN Project Overview.mp4 7.5 MB
18 K Nearest Neighbors/094 KNN Project Solutions.mp4 74.3 MB
19 Decision Trees and Random Forests/095 Introduction to Tree Methods.mp4 14.1 MB
19 Decision Trees and Random Forests/096 Decision Trees and Random Forest with Python.mp4 51.5 MB
19 Decision Trees and Random Forests/097 Decision Trees and Random Forest Project Overview.mp4 16.2 MB
19 Decision Trees and Random Forests/098 Decision Trees and Random Forest Solutions Part 1.mp4 38.5 MB
19 Decision Trees and Random Forests/099 Decision Trees and Random Forest Solutions Part 2.mp4 33.9 MB
20 Support Vector Machines/100 SVM Theory.mp4 10.4 MB
20 Support Vector Machines/101 Support Vector Machines with Python.mp4 58.9 MB
20 Support Vector Machines/102 SVM Project Overview.mp4 11.7 MB
20 Support Vector Machines/103 SVM Project Solutions.mp4 35.2 MB
21 K Means Clustering/104 K Means Algorithm Theory.mp4 11.5 MB
21 K Means Clustering/105 K Means with Python.mp4 36.3 MB
21 K Means Clustering/106 K Means Project Overview.mp4 12.1 MB
21 K Means Clustering/107 K Means Project Solutions.mp4 59.5 MB
22 Principal Component Analysis/108 Principal Component Analysis.mp4 7.5 MB
22 Principal Component Analysis/109 PCA with Python.mp4 52.2 MB
23 Recommender Systems/110 Recommender Systems.mp4 9.5 MB
23 Recommender Systems/111 Recommender Systems with Python - Part 1.mp4 45.5 MB
23 Recommender Systems/112 Recommender Systems with Python - Part 2.mp4 41.3 MB
24 Natural Language Processing/113 Natural Language Processing Theory.mp4 10.3 MB
24 Natural Language Processing/114 NLP with Python - Part 1.mp4 49.7 MB
24 Natural Language Processing/115 NLP with Python - Part 2.mp4 51.5 MB
24 Natural Language Processing/116 NLP with Python - Part 3.mp4 45.6 MB
24 Natural Language Processing/117 NLP Project Overview.mp4 8.9 MB
24 Natural Language Processing/118 NLP Project Solutions.mp4 60.5 MB
25 Big Data and Spark with Python/119 Welcome to the Big Data Section.mp4 14.9 MB
25 Big Data and Spark with Python/120 Big Data Overview.mp4 11.8 MB
25 Big Data and Spark with Python/121 Spark Overview.mp4 18.3 MB
25 Big Data and Spark with Python/122 Local Spark Set-Up.html 1.9 kB
25 Big Data and Spark with Python/123 AWS Account Set-Up.mp4 13.7 MB
25 Big Data and Spark with Python/124 Quick Note on AWS Security.html 688 Bytes
25 Big Data and Spark with Python/125 EC2 Instance Set-Up.mp4 90.7 MB
25 Big Data and Spark with Python/126 SSH with Mac or Linux.mp4 11.4 MB
25 Big Data and Spark with Python/127 PySpark Setup.mp4 74.0 MB
25 Big Data and Spark with Python/128 Lambda Expressions Review.mp4 10.8 MB
25 Big Data and Spark with Python/129 Introduction to Spark and Python.mp4 19.0 MB
25 Big Data and Spark with Python/130 RDD Transformations and Actions.mp4 74.2 MB
26 Neural Nets and Deep Learning/131 Neural Network Theory.mp4 15.2 MB
26 Neural Nets and Deep Learning/132 Welcome to the Deep Learning Section.mp4 14.0 MB
26 Neural Nets and Deep Learning/133 What is TensorFlow.mp4 34.4 MB
26 Neural Nets and Deep Learning/134 Changes with TensorFlow.html 2.9 kB
26 Neural Nets and Deep Learning/135 TensorFlow Installation.mp4 96.4 MB
26 Neural Nets and Deep Learning/136 TensorFlow Basics.mp4 38.4 MB
26 Neural Nets and Deep Learning/137 MNIST with Multi-Layer Perceptron - Part 1.mp4 26.4 MB
26 Neural Nets and Deep Learning/138 MNIST with Multi-Layer Perceptron - Part 2.mp4 47.4 MB
26 Neural Nets and Deep Learning/139 MNIST with Multi-Layer Perceptron - Part 3.mp4 59.5 MB
26 Neural Nets and Deep Learning/140 TensorFlow with ContribLearn.mp4 24.9 MB
26 Neural Nets and Deep Learning/141 Tensorflow Project Exercise Overview.mp4 42.6 MB
26 Neural Nets and Deep Learning/142 Tensorflow Project Exercise - Solutions.mp4 55.3 MB
26 Neural Nets and Deep Learning/attached_files/131 Neural Network Theory/Deep-Learning.zip 1.1 MB
27 BONUS DISCOUNT COUPONS FOR OTHER COURSES/143 Discount Coupons for my Courses.html 1.7 kB
FreeTutorials.us.html 125 Bytes
[FreeTutorials.us].txt 75 Bytes

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