Udemy – Complete 2020 Data Science and Machine Learning Bootcamp

URL : https://www.udemy.com/course/python-data-science-machine-learning-bootcamp/

Description

What you’ll learn
You will learn how to program using Python through practical projects
Use data science algorithms to analyse data in real life projects such as spam classification and image recognition
Build a portfolio of data science projects to apply for jobs in the industry
Understand how to use the latest tools in data science, including Tensorflow, Matplotlib, Numpy and many more
Create your own neural networks and understand how to use them to perform deep learning
Understand and apply data visualisation techniques to explore large datasets

Welcome to the Complete Data Science and Machine Learning Bootcamp, the only course you need to learn Python and get into data science.

At over 40+ hours, this Python course is without a doubt the most comprehensive data science and machine learning course available online. Even if you have zero programming experience, this course will take you from beginner to mastery. Here’s why:

The course is a taught by the lead instructor at the App Brewery, London’s leading in-person programming bootcamp.

In the course, you’ll be learning the latest tools and technologies that are used by data scientists at Google, Amazon, or Netflix.

This course doesn’t cut any corners, there are beautiful animated explanation videos and real-world projects to build.

The curriculum was developed over a period of three years together with industry professionals, researchers and student testing and feedback.

To date, we’ve taught over 200,000 students how to code and many have gone on to change their lives by getting jobs in the industry or starting their own tech startup.

You’ll save yourself over $12,000 by enrolling, but get access to the same teaching materials and learn from the same instructor and curriculum as our in-person programming bootcamp.

We’ll take you step-by-step through video tutorials and teach you everything you need to know to succeed as a data scientist and machine learning professional.

The course includes over 35 hours of HD video tutorials and builds your programming knowledge while solving real-world problems.

In the curriculum, we cover a large number of important data science and machine learning topics, such as:

Data Cleaning and Pre-Processing

Data Exploration and Visualisation

Linear Regression

Multivariable Regression

Optimisation Algorithms and Gradient Descent

Naive Bayes Classification

Descriptive Statistics and Probability Theory

Neural Networks and Deep Learning

Model Evaluation and Analysis

Serving a Tensorflow Model

Throughout the course, we cover all the tools used by data scientists and machine learning experts, including:

Python 3

Tensorflow

Pandas

Numpy

Scikit Learn

Keras

Matplotlib

Seaborn

SciPy

SymPy

By the end of this course, you will be fluently programming in Python and be ready to tackle any data science project. We’ll be covering all of these Python programming concepts:

Data Types and Variables

String Manipulation

Functions

Objects

Lists, Tuples and Dictionaries

Loops and Iterators

Conditionals and Control Flow

Generator Functions

Context Managers and Name Scoping

Error Handling

By working through real-world projects you get to understand the entire workflow of a data scientist which is incredibly valuable to a potential employer.

Who this course is for:
If you want to learn to code through building fun and useful projects, then take this course.
If you want to solve real-life problems using data.
If you want to learn how to build machine learning algorithms such as deep learning and neural networks.
If you are a seasoned programmer, take this course to get up to speed quickly with the workflow of a data scientist.
If you want to take ONE COURSE and learn everything you need to know about data science and machine learning then take this course.

18G	python-data-science-machine-learning-bootcamp
89M	python-data-science-machine-learning-bootcamp/01 Introduction to the Course
46M	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/001 What is Machine Learning.mp4
43M	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/002 What is Data Science.mp4
4.0K	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/003 Download the Syllabus.html
104K	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/003 ML-Data-Science-Syllabus.pdf
4.0K	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/004 Top Tips for Succeeding on this Course.html
4.0K	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/005 Course Resources List.html
4.0K	python-data-science-machine-learning-bootcamp/01 Introduction to the Course/external-assets-links.txt
411M	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression
31M	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/006 Introduction to Linear Regression  Specifying the Problem.mp4
98M	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/007 Gather  Clean the Data.mp4
376K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/007 cost-revenue-dirty.csv
149M	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/008 Explore  Visualise the Data with Python.mp4
92K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/008 cost-revenue-clean.csv
40K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/009 01-Linear-Regression-checkpoint.ipynb.zip
30M	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/009 The Intuition behind the Linear Regression Model.mp4
106M	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/010 Analyse and Evaluate the Results.mp4
76K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/011 01-Linear-Regression-complete.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/011 Download the Complete Notebook Here.html
4.0K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/012 Join the Student Community.html
4.0K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/013 Any Feedback on this Section.html
4.0K	python-data-science-machine-learning-bootcamp/02 Predict Movie Box Office Revenue with Linear Regression/external-assets-links.txt
1.5G	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning
50M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/014 Windows Users - Install Anaconda.mp4
53M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/015 Mac Users - Install Anaconda.mp4
43M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/016 Does LSD Make You Better at Maths.mp4
2.3M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/017 12-Rules-to-Learn-to-Code.pdf
4.0K	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/017 Download the 12 Rules to Learn to Code.html
72M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/018 [Python] - Variables and Types.mp4
54M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/019 [Python] - Lists and Arrays.mp4
154M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/020 [Python  Pandas] - Dataframes and Series.mp4
4.0K	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/020 lsd-math-score-data.csv
233M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/021 [Python] - Module Imports.mp4
42M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/022 [Python] - Functions - Part 1 Defining and Calling Functions.mp4
129M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/023 [Python] - Functions - Part 2 Arguments  Parameters.mp4
83M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/024 [Python] - Functions - Part 3 Results  Return Values.mp4
157M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/025 [Python] - Objects - Understanding Attributes and Methods.mp4
172M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/026 How to Make Sense of Python Documentation for Data Visualisation.mp4
170M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/027 Working with Python Objects to Analyse Data.mp4
82M	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/028 [Python] - Tips Code Style and Naming Conventions.mp4
40K	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/029 02-Python-Intro.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/029 Download the Complete Notebook Here.html
4.0K	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/030 Any Feedback on this Section.html
4.0K	python-data-science-machine-learning-bootcamp/03 Python Programming for Data Science and Machine Learning/external-assets-links.txt
2.7G	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm
21M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/031 Whats Coming Up.mp4
23M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/032 How a Machine Learns.mp4
67M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/033 Introduction to Cost Functions.mp4
91M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/034 LaTeX Markdown and Generating Data with Numpy.mp4
91M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/035 Understanding the Power Rule  Creating Charts with Subplots.mp4
288M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/036 [Python] - Loops and the Gradient Descent Algorithm.mp4
292M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/037 [Python] - Advanced Functions and the Pitfalls of Optimisation (Part 1).mp4
220M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/038 [Python] - Tuples and the Pitfalls of Optimisation (Part 2).mp4
237M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/039 Understanding the Learning Rate.mp4
194M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/040 How to Create 3-Dimensional Charts.mp4
133M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/041 Understanding Partial Derivatives and How to use SymPy.mp4
87M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/042 Implementing Batch Gradient Descent with SymPy.mp4
132M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/043 [Python] - Loops and Performance Considerations.mp4
141M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/044 Reshaping and Slicing N-Dimensional Arrays.mp4
72M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/045 Concatenating Numpy Arrays.mp4
65M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/046 Introduction to the Mean Squared Error (MSE).mp4
87M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/047 Transposing and Reshaping Arrays.mp4
82M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/048 Implementing a MSE Cost Function.mp4
74M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/049 Understanding Nested Loops and Plotting the MSE Function (Part 1).mp4
125M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/050 Plotting the Mean Squared Error (MSE) on a Surface (Part 2).mp4
112M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/051 Running Gradient Descent with a MSE Cost Function.mp4
75M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/052 Visualising the Optimisation on a 3D Surface.mp4
1.2M	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/053 03-Gradient-Descent.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/053 Download the Complete Notebook Here.html
4.0K	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/054 Any Feedback on this Section.html
4.0K	python-data-science-machine-learning-bootcamp/04 Introduction to Optimisation and the Gradient Descent Algorithm/external-assets-links.txt
3.1G	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression
40M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/055 Defining the Problem.mp4
57M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/056 Gathering the Boston House Price Data.mp4
88M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/057 Clean and Explore the Data (Part 1) Understand the Nature of the Dataset.mp4
136M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/058 Clean and Explore the Data (Part 2) Find Missing Values.mp4
65M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/059 Visualising Data (Part 1) Historams Distributions  Outliers.mp4
58M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/060 Visualising Data (Part 2) Seaborn and Probability Density Functions.mp4
141M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/061 Working with Index Data Pandas Series and Dummy Variables.mp4
63M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/062 Understanding Descriptive Statistics the Mean vs the Median.mp4
34M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/063 Introduction to Correlation Understanding Strength  Direction.mp4
112M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/064 Calculating Correlations and the Problem posed by Multicollinearity.mp4
169M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/065 Visualising Correlations with a Heatmap.mp4
129M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/066 Techniques to Style Scatter Plots.mp4
4.0K	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/067 A Note for the Next Lesson.html
215M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/068 Working with Seaborn Pairplots  Jupyter Microbenchmarking Techniques.mp4
49M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/069 Understanding Multivariable Regression.mp4
65M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/070 How to Shuffle and Split Training  Testing Data.mp4
56M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/071 Running a Multivariable Regression.mp4
33M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/072 How to Calculate the Model Fit with R-Squared.mp4
16M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/073 Introduction to Model Evaluation.mp4
127M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/074 Improving the Model by Transforming the Data.mp4
66M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/075 How to Interpret Coefficients using p-Values and Statistical Significance.mp4
144M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/076 Understanding VIF  Testing for Multicollinearity.mp4
151M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/077 Model Simplification  Baysian Information Criterion.mp4
65M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/078 How to Analyse and Plot Regression Residuals.mp4
125M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/079 Residual Analysis (Part 1) Predicted vs Actual Values.mp4
154M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/080 Residual Analysis (Part 2) Graphing and Comparing Regression Residuals.mp4
153M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/081 Making Predictions (Part 1) MSE  R-Squared.mp4
85M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/082 Making Predictions (Part 2) Standard Deviation RMSE and Prediction Intervals.mp4
132M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/083 Build a Valuation Tool (Part 1) Working with Pandas Series  Numpy ndarrays.mp4
135M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/084 [Python] - Conditional Statements - Build a Valuation Tool (Part 2).mp4
245M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/085 Build a Valuation Tool (Part 3) Docstrings  Creating your own Python Module.mp4
3.6M	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/086 04-Multivariable-Regression.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/086 04-Valuation-Tool.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/086 Download the Complete Notebook Here.html
4.0K	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/086 boston-valuation.py
4.0K	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/087 Any Feedback on this Section.html
4.0K	python-data-science-machine-learning-bootcamp/05 Predict House Prices with Multivariable Linear Regression/external-assets-links.txt
2.9G	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1
43M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/088 How to Translate a Business Problem into a Machine Learning Problem.mp4
113M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/089 Gathering Email Data and Working with Archives  Text Editors.mp4
22M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/089 SpamData.zip
29M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/090 How to Add the Lesson Resources to the Project.mp4
34M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/091 The Naive Bayes Algorithm and the Decision Boundary for a Classifier.mp4
29M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/092 Basic Probability.mp4
142M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/093 Joint  Conditional Probability.mp4
84M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/094 Bayes Theorem.mp4
61M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/095 Reading Files (Part 1) Absolute Paths and Relative Paths.mp4
105M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/096 Reading Files (Part 2) Stream Objects and Email Structure.mp4
48M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/097 Extracting the Text in the Email Body.mp4
134M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/098 [Python] - Generator Functions  the yield Keyword.mp4
49M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/099 Create a Pandas DataFrame of Email Bodies.mp4
122M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/100 Cleaning Data (Part 1) Check for Empty Emails  Null Entries.mp4
62M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/101 Cleaning Data (Part 2) Working with a DataFrame Index.mp4
57M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/102 Saving a JSON File with Pandas.mp4
91M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/103 Data Visualisation (Part 1) Pie Charts.mp4
62M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/104 Data Visualisation (Part 2) Donut Charts.mp4
51M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/105 Introduction to Natural Language Processing (NLP).mp4
118M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/106 Tokenizing Removing Stop Words and the Python Set Data Structure.mp4
72M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/107 Word Stemming  Removing Punctuation.mp4
96M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/108 Removing HTML tags with BeautifulSoup.mp4
54M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/109 Creating a Function for Text Processing.mp4
4.0K	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/110 A Note for the Next Lesson.html
84M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/111 Advanced Subsetting on DataFrames the apply() Function.mp4
87M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/112 [Python] - Logical Operators to Create Subsets and Indices.mp4
80M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/113 Word Clouds  How to install Additional Python Packages.mp4
99M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/114 Creating your First Word Cloud.mp4
132M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/115 Styling the Word Cloud with a Mask.mp4
58M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/116 Solving the Hamlet Challenge.mp4
128M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/117 Styling Word Clouds with Custom Fonts.mp4
107M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/118 Create the Vocabulary for the Spam Classifier.mp4
33M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/119 Coding Challenge Check for Membership in a Collection.mp4
55M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/120 Coding Challenge Find the Longest Email.mp4
88M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/121 Sparse Matrix (Part 1) Split the Training and Testing Data.mp4
138M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/122 Sparse Matrix (Part 2) Data Munging with Nested Loops.mp4
81M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/123 Sparse Matrix (Part 3) Using groupby() and Saving .txt Files.mp4
29M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/124 Coding Challenge Solution Preparing the Test Data.mp4
97M	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/125 Checkpoint Understanding the Data.mp4
980K	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/126 06-Bayes-Classifier-Pre-Processing.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/126 Download the Complete Notebook Here.html
4.0K	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/127 Any Feedback on this Section.html
4.0K	python-data-science-machine-learning-bootcamp/06 Pre-Process Text Data for a Naive Bayes Classifier to Filter Spam Emails Part 1/external-assets-links.txt
460M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2
73M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/128 Setting up the Notebook and Understanding Delimiters in a Dataset.mp4
23M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/128 SpamData.zip
133M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/129 Create a Full Matrix.mp4
97M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/130 Count the Tokens to Train the Naive Bayes Model.mp4
47M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/131 Sum the Tokens across the Spam and Ham Subsets.mp4
54M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/132 Calculate the Token Probabilities and Save the Trained Model.mp4
36M	python-data-science-machine-learning-bootcamp/07 Train a Naive Bayes Classifier to Create a Spam Filter Part 2/133 Coding Challenge Prepare the Test Data.mp4
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843M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3
27M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/136 Set up the Testing Notebook.mp4
23M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/136 SpamData.zip
67M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/137 Joint Conditional Probability (Part 1) Dot Product.mp4
64M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/138 Joint Conditional Probablity (Part 2) Priors.mp4
53M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/139 Making Predictions Comparing Joint Probabilities.mp4
41M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/140 The Accuracy Metric.mp4
206M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/141 Visualising the Decision Boundary.mp4
64M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/142 False Positive vs False Negatives.mp4
29M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/143 The Recall Metric.mp4
54M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/144 The Precision Metric.mp4
25M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/145 The F-score or F1 Metric.mp4
196M	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/146 A Naive Bayes Implementation using SciKit Learn.mp4
244K	python-data-science-machine-learning-bootcamp/08 Test and Evaluate a Naive Bayes Classifier Part 3/147 07-Bayes-Classifier-Testing-Inference-Evaluation.ipynb.zip
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689M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models
52M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/149 The Human Brain and the Inspiration for Artificial Neural Networks.mp4
147M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/150 Layers Feature Generation and Learning.mp4
92M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/151 Costs and Disadvantages of Neural Networks.mp4
94M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/152 Preprocessing Image Data and How RGB Works.mp4
504K	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/152 TF-Keras-Classification-Images.zip
66M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/153 Importing Keras Models and the Tensorflow Graph.mp4
135M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/154 Making Predictions using InceptionResNet.mp4
104M	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/155 Coding Challenge Solution Using other Keras Models.mp4
572K	python-data-science-machine-learning-bootcamp/09 Introduction to Neural Networks and How to Use Pre-Trained Models/156 09-Neural-Nets-Pretrained-Image-Classification.ipynb.zip
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31M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/158 Solving a Business Problem with Image Classification.mp4
43M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/159 Installing Tensorflow and Keras for Jupyter.mp4
32M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/160 Gathering the CIFAR 10 Dataset.mp4
111M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/161 Exploring the CIFAR Data.mp4
94M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/162 Pre-processing Scaling Inputs and Creating a Validation Dataset.mp4
104M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/163 Compiling a Keras Model and Understanding the Cross Entropy Loss Function.mp4
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101M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/165 Fit a Keras Model and Use Tensorboard to Visualise Learning and Spot Problems.mp4
192M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/166 Use Regularisation to Prevent Overfitting Early Stopping  Dropout Techniques.mp4
219M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/167 Use the Model to Make Predictions.mp4
63M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/168 Model Evaluation and the Confusion Matrix.mp4
252M	python-data-science-machine-learning-bootcamp/10 Build an Artificial Neural Network to Recognise Images using Keras  Tensorflow/169 Model Evaluation and the Confusion Matrix.mp4
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1.3G	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits
7.1M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/172 Whats coming up.mp4
53M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/173 Getting the Data and Loading it into Numpy Arrays.mp4
15M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/173 MNIST.zip
33M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/174 Data Exploration and Understanding the Structure of the Input Data.mp4
71M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/175 Data Preprocessing One-Hot Encoding and Creating the Validation Dataset.mp4
46M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/176 What is a Tensor.mp4
151M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/177 Creating Tensors and Setting up the Neural Network Architecture.mp4
76M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/178 Defining the Cross Entropy Loss Function the Optimizer and the Metrics.mp4
101M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/179 TensorFlow Sessions and Batching Data.mp4
129M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/180 Tensorboard Summaries and the Filewriter.mp4
116M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/181 Understanding the Tensorflow Graph Nodes and Edges.mp4
156M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/182 Name Scoping and Image Visualisation in Tensorboard.mp4
214M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/183 Different Model Architectures Experimenting with Dropout.mp4
111M	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/184 Prediction and Model Evaluation.mp4
8.0K	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/185 11-Neural-Networks-TF-Handwriting-Recognition.ipynb.zip
4.0K	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/185 Download the Complete Notebook Here.html
4.0K	python-data-science-machine-learning-bootcamp/11 Use Tensorflow to Classify Handwritten Digits/186 Any Feedback on this Section.html
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2.2G	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website
39M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/187 What youll make.mp4
8.0K	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/188 11-Neural-Networks-TF-Handwriting-Recognition.ipynb.zip
110M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/188 Saving Tensorflow Models.mp4
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104M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/189 Loading a SavedModel.mp4
2.9M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/189 MNIST-Model-Load-Files.zip
133M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/190 Converting a Model to Tensorflow.js.mp4
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79M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/191 Introducing the Website Project and Tooling.mp4
48K	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/191 math-garden-stub.zip
151M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/192 HTML and CSS Styling.mp4
189M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/193 Loading a Tensorflow.js Model and Starting your own Server.mp4
42M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/194 Adding a Favicon.mp4
188M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/195 Styling an HTML Canvas.mp4
172M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/196 Drawing on an HTML Canvas.mp4
62M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/197 Data Pre-Processing for Tensorflow.js.mp4
236M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/198 Introduction to OpenCV.mp4
4.1M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/198 math-garden-stub-12.12-checkpoint.zip
158M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/199 Resizing and Adding Padding to Images.mp4
224M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/200 Calculating the Centre of Mass and Shifting the Image.mp4
105M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/201 Making a Prediction from a Digit drawn on the HTML Canvas.mp4
173M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/202 Adding the Game Logic.mp4
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39M	python-data-science-machine-learning-bootcamp/12 Serving a Tensorflow Model through a Website/203 Publish and Share your Website.mp4
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20K	python-data-science-machine-learning-bootcamp/13 Next Steps
8.0K	python-data-science-machine-learning-bootcamp/13 Next Steps/205 Where next.html
4.0K	python-data-science-machine-learning-bootcamp/13 Next Steps/206 What Modules Do You Want to See.html
4.0K	python-data-science-machine-learning-bootcamp/13 Next Steps/207 Stay in Touch.html
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