Python For Data Science And Machine Learning Bootcamp

Python Environment Setup Preview 11:14

Learn how to install Python and Anaconda and get your system setup.

Updates to Notebook Zip Preview 00:09

Jupyter Notebooks Preview 13:48

Learn about the Jupyter Notebook System!

Optional: Virtual Environments Preview 09:51

Optional Lecture on Virtual Environments

Welcome to the Python Crash Course Section! Preview 00:17

Just a quick introduction of the section from me personally!

Introduction to Python Crash Course Preview 01:26

Get a quick Crash Course in Python!

Python Crash Course - Part 1 Preview 19:29

Get a quick Crash Course in Python!

Python Crash Course - Part 2 Preview 15:14

Get a quick Crash Course in Python!

Python Crash Course - Part 3 Preview 16:39

Get a quick Crash Course in Python!

Python Crash Course - Part 4 Preview 15:37

Get a quick Crash Course in Python!

Python Crash Course Exercises - Overview Preview 03:35

Get a quick Crash Course in Python!

Python Crash Course Exercises - Solutions Preview 11:56

Get a quick Crash Course in Python!

Welcome to the NumPy Section! Preview 00:10

Just a quick introduction of the section from me personally!

Introduction to Numpy Preview 02:12

Part of the NumPy Section of the Course!

Numpy Arrays Preview 16:49

Part of the NumPy Section of the Course!

Quick Note on Array Indexing Preview 00:48

Quick note on Numpy Array!

Numpy Array Indexing Preview 18:23

Part of the NumPy Section of the Course!

Numpy Operations Preview 07:04

Part of the NumPy Section of the Course!

Numpy Exercises Overview Preview 02:46

Part of the NumPy Section of the Course!

Numpy Exercises Solutions Preview 15:31

Part of the NumPy Section of the Course!

Welcome to the Pandas Section! Preview 00:14

Just a quick introduction of the section from me personally!

Introduction to Pandas Preview 01:44

Part of the Pandas Section of the Course!

Series Preview 10:39

Part of the Pandas Section of the Course!

DataFrames - Part 1 Preview 15:31

Part of the Pandas Section of the Course!

DataFrames - Part 2 Preview 17:10

Part of the Pandas Section of the Course!

DataFrames - Part 3 Preview 09:12

Part of the Pandas Section of the Course!

Missing Data Preview 06:19

Part of the Pandas Section of the Course!

Groupby Preview 06:48

Part of the Pandas Section of the Course!

Merging Joining and Concatenating Preview 08:55

Part of the Pandas Section of the Course!

Operations Preview 12:04

Part of the Pandas Section of the Course!

Data Input and Output Preview 14:00

Part of the Pandas Section of the Course!

Note on SF Salary Exercise Preview 00:22

Quick Note!

SF Salaries Exercise Overview Preview 01:55

Challenge yourself with some Pandas Exercises!

SF Salaries Solutions Preview 15:25

Challenge yourself with some Pandas Exercises!

Ecommerce Purchases Exercise Overview Preview 02:11

Challenge yourself with some Pandas Exercises!

Ecommerce Purchases Exercise Solutions Preview 15:12

Challenge yourself with some Pandas Exercises!

Welcome to the Data Visualization Section! Preview 00:22

Just a quick introduction of the section from me personally!

Introduction to Matplotlib Preview 03:02

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Part 1 Preview 16:57

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Part 2 Preview 15:51

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Part 3 Preview 11:51

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Exercises Overview Preview 01:46

Learn about Data Visualization with Matplotlib and Python!

Matplotlib Exercises - Solutions Preview 10:19

Learn about Data Visualization with Matplotlib and Python!

Introduction to Seaborn Preview 02:58

Learn about Data Visualization with Seaborn and Python!

Distribution Plots Preview 18:20

Learn about Data Visualization with Seaborn and Python!

Categorical Plots Preview 17:17

Learn about Data Visualization with Seaborn and Python!

Matrix Plots Preview 10:14

Learn about Data Visualization with Seaborn and Python!

Grids Preview 08:30

Learn about Data Visualization with Seaborn and Python!

Regression Plots Preview 07:13

Learn about Data Visualization with Seaborn and Python!

Style and Color Preview 08:21

Learn about Data Visualization with Seaborn and Python!

Seaborn Exercise Overview Preview 01:53

Learn about Data Visualization with Seaborn and Python!

Seaborn Exercise Solutions Preview 07:08

Learn about Data Visualization with Seaborn and Python!

Pandas Built-in Data Visualization Preview 13:27

Learn about Data Visualization with Pandas and Python!

Pandas Data Visualization Exercise Preview 01:22

Learn about Data Visualization with Pandas and Python!

Pandas Data Visualization Exercise- Solutions Preview 08:55

Learn about Data Visualization with Pandas and Python!

Introduction to Plotly and Cufflinks Preview 03:22

Learn about Data Visualization with Plotly and Python!

READ ME FIRST BEFORE PLOTLY PLEASE! Preview 00:53

Plotly and Cufflinks Preview 18:38

Learn about Data Visualization with Plotly and Python!

Introduction to Geographical Plotting Preview 00:58

Learn how to create Geographical Plots!

Choropleth Maps - Part 1 - USA Preview 19:26

Learn how to create Geographical Plots!

Choropleth Maps - Part 2 - World Preview 06:53

Learn how to create Geographical Plots!

Choropleth Exercises Preview 03:11

Learn how to create Geographical Plots!

Choropleth Exercises - Solutions Preview 10:01

Learn how to create Geographical Plots!

Welcome to the Data Capstone Projects! Preview 00:17

Just a quick introduction of the section from me personally!

911 Calls Project Overview Preview 02:07

Take everything you know and work on a Capstone Project!

911 Calls Solutions - Part 1 Preview 14:29

Take everything you know and work on a Capstone Project!

911 Calls Solutions - Part 2 Preview 17:37

Take everything you know and work on a Capstone Project!

Bank Data Preview 00:11

quick note

Finance Data Project Overview Preview 03:06

Take everything you know and work on a Capstone Project!

Finance Project - Solutions Part 1 Preview 16:13

Take everything you know and work on a Capstone Project!

Finance Project - Solutions Part 2 Preview 18:11

Take everything you know and work on a Capstone Project!

Finance Project - Solutions Part 3 Preview 06:23

Take everything you know and work on a Capstone Project!

Welcome to Machine Learning. Here are a few resources to get you started! Preview 00:21

Check out ISLR

Welcome to the Machine Learning Section! Preview 00:31

Just a quick introduction of the section from me personally!

Supervised Learning Overview Preview 08:21

Evaluating Performance - Classification Error Metrics Preview 16:37

Evaluating Performance - Regression Error Metrics Preview 05:36

Machine Learning with Python Preview 09:27

Master Machine Learning with Python!

Linear Regression Theory Preview 04:33

Learn Linear Regression with Python!

model_selection Updates for SciKit Learn 0.18 Preview 00:26

Just a quick Note!

Linear Regression with Python - Part 1 Preview 18:16

Learn Linear Regression with Python!

Linear Regression with Python - Part 2 Preview 07:05

Learn Linear Regression with Python!

Linear Regression Project Overview Preview 02:31

Learn Linear Regression with Python!

Linear Regression Project Solution Preview 18:43

Learn Linear Regression with Python!

Bias Variance Trade-Off Preview 06:25

Learn about the Bias Variance Trade Off

Logistic Regression Theory Preview 11:53

Learn Logistic Regression with Python!

Logistic Regression with Python - Part 1 Preview 17:43

Learn Logistic Regression with Python!

Logistic Regression with Python - Part 2 Preview 16:57

Learn Logistic Regression with Python!

Logistic Regression with Python - Part 3 Preview 08:15

Learn Logistic Regression with Python!

Logistic Regression Project Overview Preview 01:36

Learn Logistic Regression with Python!

Logistic Regression Project Solutions Preview 11:05

Learn Logistic Regression with Python!

KNN Theory Preview 05:38

Learn K Nearest Neighbors with Python!

KNN with Python Preview 19:39

Learn K Nearest Neighbors with Python!

KNN Project Overview Preview 01:11

Learn K Nearest Neighbors with Python!

KNN Project Solutions Preview 14:14

Learn K Nearest Neighbors with Python!

Introduction to Tree Methods Preview 06:52

Learn Tree Methods with Python!

Decision Trees and Random Forest with Python Preview 13:57

Learn Tree Methods with Python!

Decision Trees and Random Forest Project Overview Preview 03:10

Learn Tree Methods with Python!

Decision Trees and Random Forest Solutions Part 1 Preview 12:13

Learn Tree Methods with Python!

Decision Trees and Random Forest Solutions Part 2 Preview 08:46

Learn Tree Methods with Python!

SVM Theory Preview 04:36

Learn about Support Vector Machines with Python!

Support Vector Machines with Python Preview 17:52

Learn about Support Vector Machines with Python!

SVM Project Overview Preview 02:21

Learn about Support Vector Machines with Python!

SVM Project Solutions Preview 10:09

Learn about Support Vector Machines with Python!

K Means Algorithm Theory Preview 05:15

Learn about  K Means Clustering with Python!

K Means with Python Preview 12:35

Learn about  K Means Clustering with Python!

K Means Project Overview Preview 02:53

Learn about  K Means Clustering with Python!

K Means Project Solutions Preview 16:38

Learn about  K Means Clustering with Python!

Principal Component Analysis Preview 03:26

Learn how to perform PCA with Python!

PCA with Python Preview 16:58

Learn how to perform PCA with Python!

Recommender Systems Preview 04:13

Recommender Systems Section 

Recommender Systems with Python - Part 1 Preview 13:36

Recommender Systems Section 

Recommender Systems with Python - Part 2 Preview 13:21

Recommender Systems Section 

Natural Language Processing Theory Preview 05:06

Learn about Natural Language Processing with Python!

NLP with Python - Part 1 Preview 16:02

Learn about Natural Language Processing with Python!

NLP with Python - Part 2 Preview 18:46

Learn about Natural Language Processing with Python!

NLP with Python - Part 3 Preview 17:30

Learn about Natural Language Processing with Python!

NLP Project Overview Preview 02:04

Learn about Natural Language Processing with Python!

NLP Project Solutions Preview 19:26

Learn about Natural Language Processing with Python!

Download TensorFlow Notebooks Here Preview 00:02

Quick Check for Notes

Sorry about this quick little check, but some students have been missing the previous lecture!

Welcome to the Deep Learning Section! Preview 00:21

Just a quick introduction of the section from me personally!

Introduction to Artificial Neural Networks (ANN) Preview 02:15

Installing Tensorflow Preview 00:06

Perceptron Model Preview 10:39

Neural Networks Preview 07:19

Activation Functions Preview 10:39

Multi-Class Classification Considerations Preview 10:34

Cost Functions and Gradient Descent Preview 18:13

Backpropagation Preview 14:47

TensorFlow vs Keras Preview 02:13

TF Syntax Basics - Part One - Preparing the Data Preview 10:49

TF Syntax Basics - Part Two - Creating and Training the Model Preview 13:59

TF Syntax Basics - Part Three - Model Evaluation Preview 12:56

TF Regression Code Along - Exploratory Data Analysis Preview 18:50

TF Regression Code Along - Exploratory Data Analysis - Continued Preview 13:15

TF Regression Code Along - Data Preprocessing and Creating a Model Preview 08:42

TF Regression Code Along - Model Evaluation and Predictions Preview 11:23

TF Classification Code Along - EDA and Preprocessing Preview 08:05

TF Classification - Dealing with Overfitting and Evaluation Preview 16:50

TensorFlow 2.0 Project Options Overview Preview 01:40

TensorFlow 2.0 Project Notebook Overview Preview 07:41

Keras Project Solutions - Dealing with Missing Data Preview 20:35

Keras Project Solutions - Dealing with Missing Data - Part Two Preview 14:46

Keras Project Solutions - Categorical Data Preview 12:02

Keras Project Solutions - Data PreProcessing Preview 17:23

Keras Project Solutions - Data PreProcessing Preview 03:45

Keras Project Solutions - Creating and Training a Model Preview 03:57

Keras Project Solutions - Model Evaluation Preview 09:42

Tensorboard Preview 18:22

Welcome to the Big Data Section! Preview 00:23

Just a quick introduction of the section from me personally!

Big Data Overview Preview 05:31

Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!

Spark Overview Preview 08:59

Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!

Local Spark Set-Up Preview 00:59

Spark Set-up options for a local set-up.

AWS Account Set-Up Preview 04:13

Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!

Quick Note on AWS Security Preview 00:16

Just a quick note on AWS Security

EC2 Instance Set-Up Preview 16:18

Set up your EC2 on AWS. Windows Users - Watch the whole lecture. Mac/Linux - Stop watching once we reach the SSH section, the next lecture will cover that for you.

SSH with Mac or Linux Preview 04:49

Only watch if you are a Mac or Linux user for SSH into your AWS EC2 Instance.

PySpark Setup Preview 23:48

Step by Step instructions for setting up Hadoop, Spark, and Jupyter Notebook on your EC2 Ubuntu Instance.

Lambda Expressions Review Preview 05:26

Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!

Introduction to Spark and Python Preview 08:16

Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!

RDD Transformations and Actions Preview 23:08

Learn about Big Data, Spark, and how to use it with Python with Amazon Web Services!

Bonus Lecture Preview 00:10