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[FreeTutorials.Us] python-for-data-science-and-machine-learning-bootcamp
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2019-1-9 19:43
2024-9-2 13:18
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3.89 GB
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python-for-data-science-and-machine-learning-bootcamp
文件列表
01 Course Introduction/001 Introduction to the Course.mp4
43.01MB
01 Course Introduction/002 Course Help and Welcome.mp4
22.13MB
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
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/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/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/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/076 Introduction to Machine Learning.mp4
37.61MB
14 Introduction to Machine Learning/077 Machine Learning with Python.mp4
18.78MB
15 Linear Regression/078 Linear Regression Theory.mp4
9.89MB
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/123 AWS Account Set-Up.mp4
13.1MB
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/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
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