FreeTutorials Us python for data science and machine learning bootcamp

FreeTutorials Us python for data science and machine learning bootcamp

Name	[FreeTutorials.Us] python-for-data-science-and-machine-learning-bootcamp	DOWNLOAD Copy Link Trouble downloading? see How To
Total Size	4.5 GB
Total Files	149
Last Seen	2025-05-24 23:40
Hash	960E78B5B7DD4FD154C28205703B0196229E30E0

/01 Course Introduction/
001 Introduction to the Course.mp4	45.1 MB
002 Course Help and Welcome.mp4	23.2 MB
003 Course FAQs.html	5.7 KB
/.../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
006 Optional Virtual Environments.mp4	22.8 MB
/.../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
008 Introduction to Python Crash Course.mp4	3.2 MB
009 Python Crash Course - Part 1.mp4	42.1 MB
010 Python Crash Course - Part 2.mp4	33.8 MB
011 Python Crash Course - Part 3.mp4	37.5 MB
012 Python Crash Course - Part 4.mp4	34.1 MB
013 Python Crash Course Exercises - Overview.mp4	12.8 MB
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
016 Introduction to Numpy.mp4	5.0 MB
017 Numpy Arrays.mp4	40.0 MB
018 Quick Note on Array Indexing.html	1.4 KB
019 Numpy Array Indexing.mp4	44.3 MB
020 Numpy Operations.mp4	31.6 MB
021 Numpy Exercises Overview.mp4	12.8 MB
022 Numpy Exercises Solutions.mp4	48.5 MB
/06 Python for Data Analysis - Pandas/
023 Welcome to the Pandas Section.mp4	9.6 MB
024 Introduction to Pandas.mp4	3.7 MB
025 Series.mp4	23.8 MB
026 DataFrames - Part 1.mp4	47.8 MB
027 DataFrames - Part 2.mp4	52.3 MB
028 DataFrames - Part 3.mp4	25.5 MB
029 Missing Data.mp4	14.3 MB
030 Groupby.mp4	17.5 MB
031 Merging Joining and Concatenating.mp4	31.9 MB
032 Operations.mp4	28.7 MB
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
035 Note on SF Salary Exercise.html	0.9 KB
036 SF Salaries Solutions.mp4	54.3 MB
037 Ecommerce Purchases Exercise Overview.mp4	9.2 MB
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
040 Introduction to Matplotlib.mp4	17.1 MB
041 Matplotlib Part 1.mp4	43.6 MB
042 Matplotlib Part 2.mp4	37.2 MB
043 Matplotlib Part 3.mp4	33.5 MB
044 Matplotlib Exercises Overview.mp4	8.1 MB
045 Matplotlib Exercises - Solutions.mp4	34.4 MB
/09 Python for Data Visualization - Seaborn/
046 Introduction to Seaborn.mp4	12.1 MB
047 Distribution Plots.mp4	64.7 MB
048 Categorical Plots.mp4	46.5 MB
049 Matrix Plots.mp4	26.6 MB
050 Regression Plots.mp4	18.9 MB
051 Grids.mp4	25.1 MB
052 Style and Color.mp4	23.8 MB
053 Seaborn Exercise Overview.mp4	8.7 MB
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
056 Pandas Data Visualization Exercise.mp4	6.9 MB
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
059 Plotly and Cufflinks.mp4	65.6 MB
/12 Python for Data Visualization - Geographical Plotting/
060 Introduction to Geographical Plotting.mp4	2.3 MB
061 Choropleth Maps - Part 1 - USA.mp4	57.6 MB
062 Choropleth Maps - Part 2 - World.mp4	25.6 MB
063 Choropleth Exercises.mp4	13.5 MB
064 Choropleth Exercises - Solutions.mp4	35.1 MB
/13 Data Capstone Project/
065 Welcome to the Data Capstone Projects.mp4	11.5 MB
066 911 Calls Project Overview.mp4	12.0 MB
067 911 Calls Solutions - Part 1.mp4	51.6 MB
068 911 Calls Solutions - Part 2.mp4	61.7 MB
069 Finance Data Project Overview.mp4	17.2 MB
070 Bank Data.html	0.6 KB
071 Finance Project - Solutions Part 1.mp4	63.4 MB
072 Finance Project - Solutions Part 2.mp4	58.6 MB
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
075 Link for ISLR.html	0.7 KB
076 Introduction to Machine Learning.mp4	39.4 MB
077 Machine Learning with Python.mp4	19.7 MB
/.../075 Link for ISLR/
Python-DS-Presentations.zip	2.9 MB
/15 Linear Regression/
078 Linear Regression Theory.mp4	10.4 MB
079 model_selection Updates for SciKit Learn 0.18.html	1.2 KB
080 Linear Regression with Python - Part 1.mp4	54.8 MB
081 Linear Regression with Python - Part 2.mp4	20.2 MB
082 Linear Regression Project Overview.mp4	14.9 MB
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
086 Logistic Regression with Python - Part 1.mp4	51.4 MB
087 Logistic Regression with Python - Part 2.mp4	40.7 MB
088 Logistic Regression with Python - Part 3.mp4	21.0 MB
089 Logistic Regression Project Overview.mp4	7.0 MB
090 Logistic Regression Project Solutions.mp4	38.5 MB
/18 K Nearest Neighbors/
091 KNN Theory.mp4	11.7 MB
092 KNN with Python.mp4	57.3 MB
093 KNN Project Overview.mp4	7.5 MB
094 KNN Project Solutions.mp4	74.3 MB
/19 Decision Trees and Random Forests/
095 Introduction to Tree Methods.mp4	14.1 MB
096 Decision Trees and Random Forest with Python.mp4	51.5 MB
097 Decision Trees and Random Forest Project Overview.mp4	16.2 MB
098 Decision Trees and Random Forest Solutions Part 1.mp4	38.5 MB
099 Decision Trees and Random Forest Solutions Part 2.mp4	33.9 MB
/20 Support Vector Machines/
100 SVM Theory.mp4	10.4 MB
101 Support Vector Machines with Python.mp4	58.9 MB
102 SVM Project Overview.mp4	11.7 MB
103 SVM Project Solutions.mp4	35.2 MB
/21 K Means Clustering/
104 K Means Algorithm Theory.mp4	11.5 MB
105 K Means with Python.mp4	36.3 MB
106 K Means Project Overview.mp4	12.1 MB
107 K Means Project Solutions.mp4	59.5 MB
/22 Principal Component Analysis/
108 Principal Component Analysis.mp4	7.5 MB
109 PCA with Python.mp4	52.2 MB
/23 Recommender Systems/
110 Recommender Systems.mp4	9.5 MB
111 Recommender Systems with Python - Part 1.mp4	45.5 MB
112 Recommender Systems with Python - Part 2.mp4	41.3 MB
/24 Natural Language Processing/
113 Natural Language Processing Theory.mp4	10.3 MB
114 NLP with Python - Part 1.mp4	49.7 MB
115 NLP with Python - Part 2.mp4	51.5 MB
116 NLP with Python - Part 3.mp4	45.6 MB
117 NLP Project Overview.mp4	8.9 MB
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
120 Big Data Overview.mp4	11.8 MB
121 Spark Overview.mp4	18.3 MB
122 Local Spark Set-Up.html	1.9 KB
123 AWS Account Set-Up.mp4	13.7 MB
124 Quick Note on AWS Security.html	0.7 KB
125 EC2 Instance Set-Up.mp4	90.7 MB
126 SSH with Mac or Linux.mp4	11.4 MB
127 PySpark Setup.mp4	74.0 MB
128 Lambda Expressions Review.mp4	10.8 MB
129 Introduction to Spark and Python.mp4	19.0 MB
130 RDD Transformations and Actions.mp4	74.2 MB
/26 Neural Nets and Deep Learning/
131 Neural Network Theory.mp4	15.2 MB
132 Welcome to the Deep Learning Section.mp4	14.0 MB
133 What is TensorFlow.mp4	34.4 MB
134 Changes with TensorFlow.html	2.9 KB
135 TensorFlow Installation.mp4	96.4 MB
136 TensorFlow Basics.mp4	38.4 MB
137 MNIST with Multi-Layer Perceptron - Part 1.mp4	26.4 MB
138 MNIST with Multi-Layer Perceptron - Part 2.mp4	47.4 MB
139 MNIST with Multi-Layer Perceptron - Part 3.mp4	59.5 MB
140 TensorFlow with ContribLearn.mp4	24.9 MB
141 Tensorflow Project Exercise Overview.mp4	42.6 MB
142 Tensorflow Project Exercise - Solutions.mp4	55.3 MB
/.../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	0.1 KB
[FreeTutorials.us].txt	0.1 KB
Total files 149