Course Content
Linear Regression
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Linear Regression Theory
model_selection Updates for SciKit Learn 0.18
Linear Regression with Python – Part 1
Linear Regression with Python – Part 2
Linear Regression Project Overview
Linear Regression quiz
Big Data and Spark with Python
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Welcome to the Big Data Section!
Big Data Overview
Spark Overview
Local Spark Set-Up
AWS Account Set-Up
Quick Note on AWS Security
EC2 Instance Set-Up
SSH with Mac or Linux
PySpark Setup
Lambda Expressions Review
Introduction to Spark and Python
RDD Transformations and Actions
Big Data and Spark with Python quiz
Big Data and Spark with Python project
Neural Networks
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TF Regression Code Along – Exploratory Data Analysis
Neural Networks quiz
Tensorboard
Keras Project Solutions – Model Evaluation
TF Classification – Dealing with Overfitting and Evaluation
TF Classification Code Along – EDA and Preprocessing
TF Regression Code Along – Model Evaluation and Predictions
TF Regression Code Along – Data Preprocessing and Creating a Model
TF Regression Code Along – Exploratory Data Analysis – Continued
Neural Networks
TF Syntax Basics – Part Three – Model Evaluation
TF Syntax Basics – Part Two – Creating and Training the Model
TF Syntax Basics – Part One – Preparing the Data
TensorFlow vs Keras
Backpropagation
Cost Functions and Gradient Descent
Considerations for Multi-Class Classification
Activation Functions
Neural Nets and Deep Learning
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Download TensorFlow Notebooks Here
Quick Check for Notes
Welcome to the Deep Learning Section!
Introduction to Artificial Neural Networks (ANN)
Instalación de TensorFlow
Perceptron Model
Neural Nets and Deep Learning quiz
Neural Nets and Deep Learning project
Natural Language Processing
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Teoría del Procesamiento del Lenguaje Natural
NLP with Python – Part 1
NLP with Python – Part 2
NLP with Python – Part 3
NLP Project Overview
Natural Language Processing quiz
Recommender Systems
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Recommender Systems
Recommender Systems with Python – Part 1
Recommender Systems with Python – Part 2
Recommender Systems quiz
Recommender Systems project
Principal Component Analysis
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Principal Component Analysis
PCA with Python
Principal Component Analysis quiz
Principal Component Analysis project
K Means Clustering
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K Means Algorithm Theory
K Means with Python
K Means Project Overview
K Means Clustering quiz
Support Vector Machines
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SVM Theory
Support Vector Machines with Python
SVM Project Overview
Support Vector Machines quiz
Decision Trees and Random Forests
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Introduction to Tree Methods
Decision Trees and Random Forest with Python
Projektübersicht zu Entscheidungsbäumen und Random Forests
Decision Trees and Random Forest Solutions Part 1
Decision Trees and Random Forest Solutions Part 2
Decision Trees and Random Forests quiz
K Nearest Neighbors
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KNN Theory
KNN with Python
KNN Project Overview
K Nearest Neighbors quiz
Logistic Regression
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Logistic Regression Theory
Logistic Regression with Python – Part 1
Logistic Regression with Python – Part 2
Logistic Regression with Python – Part 3
Logistic Regression Project Overview
Logistic Regression quiz
Cross Validation and Bias-Variance Trade-Off
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Bias Variance Trade-Off
Cross Validation and Bias-Variance Trade-Off quiz
Cross Validation and Bias-Variance Trade-Off project
Ambiente de Configuración
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Python Environment Setup
Environment Set-Up Quiz
Environment Set-Up project
Introduction to Machine Learning
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Welcome to Machine Learning
Welcome to the Machine Learning Section!
Supervised Learning Overview
Evaluating Performance – Classification Error Metrics
Evaluating Performance – Regression Error Metrics
Machine Learning with Python
Introduction to Machine Learning quiz
Introduction to Machine Learning project
Data Capstone Project
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Welcome to the Data Capstone Projects!
911 Calls Solutions – Part 1
911 Calls Solutions – Part 2
Bank Data
Data Capstone Project quiz
Python for Data Visualization – Geographical Plotting
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Introduction to Geographical Plotting
Choropleth Maps – Part 1 – USA
Choropleth Maps – Part 2 – World
Choropleth Exercises
Choropleth Exercises – Solutions
Python for Data Visualization – Geographical Plotting Quiz
Python for Data Visualization – Geographical Plotting project
Python for Data Visualization – Plotly and Cufflinks
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Introduction to Plotly and Cufflinks
READ ME FIRST BEFORE PLOTLY PLEASE!
Plotly and Cufflinks
Python for Data Visualization – Plotly and Cufflinks quiz
Python for Data Visualization – Plotly and Cufflinks project
Python for Data Visualization – Pandas Built-in Data Visualization
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Pandas Built-in Data Visualization
Pandas Data Visualization Exercise
Pandas Data Visualization Exercise – Solutions
Python for Data Visualization – Pandas Built-in Data Visualization Quiz
Python for Data Visualization – Pandas Built-in Data Visualization project
Python for Data Visualization – Seaborn
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Introduction to Seaborn
Distribution Plots
Categorical Plots
Matrix Plots
Grids
Regression Plots
Style and Color
Seaborn Exercise Overview
Seaborn Exercise Solutions
Python for Data Visualization – Seaborn Quiz
Python for Data Visualization – Seaborn project
Python for Data Visualization – Matplotlib
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Welcome to the Data Visualization Section!
Introduction to Matplotlib
Matplotlib Part 1
Matplotlib Part 2
Matplotlib Part 3
Matplotlib Exercises Overview
Matplotlib Exercises – Solutions
Python for Data Visualization – Matplotlib Quiz
Python for Data Visualization – Matplotlib project
Python for Data Analysis – Pandas Exercises
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Note on SF Salary Exercise
SF Salaries Exercise Overview
SF Salaries Solutions
Ecommerce Purchases Exercise Overview
Ecommerce Purchases Exercise Solutions
Python for Data Analysis – Pandas Exercises Quiz
Python for Data Analysis – Pandas Exercises Project
Python for Data Analysis – Pandas
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Welcome to the Pandas Section!
Introduction to Pandas
Series
DataFrames – Part 1
DataFrames – Part 2
DataFrames – Part 3
Missing Data
Groupby
Merging Joining and Concatenating
Operations
Data Input and Output
Python for Data Analysis – Pandas quiz
Python for Data Analysis – Pandas project
Python for Data Analysis – NumPy
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Welcome to the NumPy Section!
Introduction to NumPy
NumPy Arrays
Quick Note on Array Indexing
NumPy Array Indexing
NumPy Operations
NumPy Exercises Overview
NumPy Exercises Solutions
Python for Data Analysis – NumPy quiz
Python for Data Analysis – NumPy project
Python Crash Course
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Welcome to the Python Crash Course Section!
Introduction to Python Crash Course
Python Crash Course – Part 1
Python Crash Course – Part 2
Python Crash Course – Part 3
Python Crash Course – Part 4
Python Crash Course Exercises – Overview
Python Crash Course Exercises – Solutions
Python Crash Course quiz
Python Crash Course project
Jupyter Overview
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Here are the updates to Notebook Zip:
Jupyter Notebooks
Optional: Virtual Environments
Jupyter Overview Quiz
Jupyter Overview project
Python Course for Data Science and Machine Learning
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