Instructional Video4:17
Curated Video

Python for Machine Learning - The Complete Beginners Course - Anaconda Installation Windows Mac and Ubuntu

Higher Ed
In this video, we will work on Anaconda installation for Windows, Mac, and Ubuntu.
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This clip is from the chapter "Optional: Setting Up Python and ML Algorithms Implementation" of the series "Python for Machine Learning - The...
Instructional Video9:34
Packt

Fundamentals of Neural Networks - Long Short-Term Memory (LSTM)

Higher Ed
Long short-term memory (LSTM) is an artificial recurrent neural network (RNN) architecture used in the field of deep learning. LSTM networks are well-suited to classifying, processing, and making predictions based on time series data...
Instructional Video8:13
Packt

Fundamentals of Neural Networks - Logistic Regression

Higher Ed
This video explains logistic regression and specifically if the target here is discrete or binary. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This section explains...
Instructional Video51:45
Curated Video

Fundamentals of Machine Learning - Unsupervised Learning

Higher Ed
This video explains unsupervised learning, Principal Components Analysis (PCA), and clustering.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This section explains the basics of...
Instructional Video37:51
Curated Video

Fundamentals of Machine Learning - Tree-Based Methods - Part 2

Higher Ed
The second part of the tree-based methods explains random forests.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This section explains the basics of statistical learning, sampling,...
Instructional Video22:10
Curated Video

Fundamentals of Machine Learning - Support Vector Machine (SVM) - Lectures

Higher Ed
This video explains the support vector machine called SVM and its introduction.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This section explains the basics of statistical...
Instructional Video10:04
Curated Video

Fundamentals of Machine Learning - Support Vector Machine (SVM) - Labs

Higher Ed
This video explains a lab session on Support Vector Machines or SVM.
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This clip is from the chapter "Labs" of the series "Fundamentals of Machine Learning".This section explains the various lab exercises on linear regression,...
Instructional Video20:45
Curated Video

Fundamentals of Machine Learning - Linear Regression - Labs

Higher Ed
This video explains linear regression using an example of predicting fuel efficiency.
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This clip is from the chapter "Labs" of the series "Fundamentals of Machine Learning".This section explains the various lab exercises on...
Instructional Video39:02
Curated Video

Fundamentals of Machine Learning - Linear Regression - Lectures

Higher Ed
This video explains the foundation of the linear regression model, which is the very first approach to supervised learning.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This...
Instructional Video22:39
Curated Video

Fundamentals of Machine Learning - Classification

Higher Ed
This video explains one of the most basic forms of classification, which is the logistic regression model.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This section explains the...
Instructional Video42:41
Curated Video

Fundamentals of Machine Learning - Basics in Statistical Learning

Higher Ed
This video explains some basic notations in statistical learning, such as Xij.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This section explains the basics of statistical...
Instructional Video2:20
Curated Video

Python for Machine Learning - The Complete Beginners Course - Visualizing the Dataset

Higher Ed
In this video, you will learn how to visualize the dataset.
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This clip is from the chapter "Clustering" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, you will learn about...
Instructional Video3:39
Curated Video

Python for Machine Learning - The Complete Beginners Course - Sorting by Title and Rating

Higher Ed
In this video, you will learn how to sort by title and rating.
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This clip is from the chapter "Recommender System" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover the...
Instructional Video2:25
Curated Video

Python for Machine Learning - The Complete Beginners Course - Setting Up Python

Higher Ed
In this video, you will learn how to set up Python.
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This clip is from the chapter "Optional: Setting Up Python and ML Algorithms Implementation" of the series "Python for Machine Learning - The Complete Beginner's Course".In...
Instructional Video2:48
Curated Video

Python for Machine Learning - The Complete Beginners Course - Managing Directories in Jupyter Notebook

Higher Ed
In this video, you will learn how to manage directories in Jupyter Notebook.
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This clip is from the chapter "Optional: Setting Up Python and ML Algorithms Implementation" of the series "Python for Machine Learning - The...
Instructional Video1:24
Curated Video

Python for Machine Learning - The Complete Beginners Course - Introduction - Classification Algorithms: Logistic Regression

Higher Ed
In this video, we will have a quick introduction.
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This clip is from the chapter "Classification Algorithms: Logistic Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we...
Instructional Video1:04
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Training the Model

Higher Ed
In this video, you will learn how to train the model.
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This clip is from the chapter "Classification Algorithms: Logistic Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this...
Instructional Video1:47
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Splitting Data into Train and Test Sets - Multiple Linear Regression

Higher Ed
In this video, you will learn how to split data into train and test sets.
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This clip is from the chapter "Multiple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this...
Instructional Video1:31
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Results Prediction and Confusion Matrix - Classification Algorithms: K-Nearest Neighbors

Higher Ed
In this video, you will learn about results prediction and confusion matrix.
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This clip is from the chapter "Classification Algorithms: K-Nearest Neighbors" of the series "Python for Machine Learning - The Complete Beginner's...
Instructional Video2:58
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Predicting the Test Set Results

Higher Ed
In this video, you will learn how to predict the test set results.
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This clip is from the chapter "Multiple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we...
Instructional Video1:48
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Importing Libraries and Datasets - Simple Linear Regression

Higher Ed
In this video, you will learn how to import libraries and datasets.
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This clip is from the chapter "Simple Linear Regression" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we...
Instructional Video2:49
Curated Video

Python for Machine Learning - The Complete Beginners Course - Implementation in Python: Encoding Categorical Data - Classification Algorithms: Decision Tree

Higher Ed
In this video, you will learn how to encode categorical data.
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This clip is from the chapter "Classification Algorithms: Decision Tree" of the series "Python for Machine Learning - The Complete Beginner's Course".In this...
Instructional Video1:16
Curated Video

Python for Machine Learning - The Complete Beginners Course - Hierarchical Clustering

Higher Ed
In this video, we will cover hierarchical clustering.<br<br/>/>

This clip is from the chapter "Clustering" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, you will learn about clustering.
Instructional Video1:03
Curated Video

Python for Machine Learning - The Complete Beginners Course - Frequency Distribution

Higher Ed
In this video, you will learn about frequency distribution.
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This clip is from the chapter "Recommender System" of the series "Python for Machine Learning - The Complete Beginner's Course".In this section, we will cover the...