Instructional Video1:19
Curated Video

Python for Machine Learning - The Complete Beginners Course - Evaluating the Performance of the Regression Model

Higher Ed
In this video, you will learn how to evaluate the performance of the regression model.
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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...
Instructional Video1:34
Curated Video

Python for Machine Learning - The Complete Beginners Course - Density-Based Clustering

Higher Ed
In this video, we will cover density-based 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 Video1:15
Curated Video

Python for Machine Learning - The Complete Beginners Course - Decision Tree Structure

Higher Ed
In this video, we will cover the decision tree structure.
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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 section,...
Instructional Video3:41
Packt

Fundamentals of Neural Networks - Tensor and Matrix

Higher Ed
This video explains what we mean by Tensor and Matrix. This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in Neural Networks".This section explains convolutional neural networks where you will start...
Instructional Video9:40
Packt

Fundamentals of Neural Networks - Linear Regression

Higher Ed
This video explains statistical machine learning, where you will start with the linear regression model. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This section explains...
Instructional Video16:55
Packt

Fundamentals of Neural Networks - Lab 3 - Deep CNN

Higher Ed
This video demonstrates a deeper CNN, where you will build a much bigger number of trainable parameters. This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in Neural Networks".This section explains...
Instructional Video35:44
Packt

Fundamentals of Neural Networks - Lab 1 - Introduction to Python

Higher Ed
This video demonstrates some of the basic commands in Python specifically the print statement, data structures, variables, and how to define a function. This clip is from the chapter "Artificial Neural Networks" of the series...
Instructional Video6:26
Packt

Fundamentals of Neural Networks - Forward Propagation

Higher Ed
This video explains forward propagation and will dive deeper into the architecture of neural networks. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This section explains...
Instructional Video11:33
Packt

Fundamentals of Neural Networks - Activation Function

Higher Ed
This video explains the role of the activation function, which is an interesting phenomenon in the design of neural networks. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This...
Instructional Video14:29
Curated Video

Fundamentals of Neural Networks - Lab 2 - Introduction to TensorFlow – Remove the Throat-Clearing Sound in the Start of the Video

Higher Ed
This video demonstrates some basic operations in TensorFlow such as objects and we will apply some mathematical operations to the Tensor objects.
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This clip is from the chapter "Artificial Neural Networks" of the series...
Instructional Video36:50
Curated Video

Fundamentals of Machine Learning - Tree-Based Methods - Part 1

Higher Ed
This part of the video explains decision tree.
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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, and Bootstrap as...
Instructional Video9:43
Curated Video

Fundamentals of Machine Learning - Ridge

Higher Ed
This video explains a lab session on Ridge regression, which holds a unique position in statistical machine learning.
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This clip is from the chapter "Labs" of the series "Fundamentals of Machine Learning".This section explains...
Instructional Video6:14
Curated Video

Fundamentals of Machine Learning - PCA

Higher Ed
This video explains a lab session on Eigenfaces using PCA.
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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, ridge...
Instructional Video14:32
Curated Video

Fundamentals of Machine Learning - Logistic Regression

Higher Ed
This video explains logistic regression with a little bit of mathematics behind it.
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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 Video8:43
Curated Video

Fundamentals of Machine Learning - Going Beyond Linearity

Higher Ed
This video explains going beyond linearity; specifically, we will look at a couple of interesting examples to improve the linear regression model to see if we can create models that are non-linear.
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This clip is from the...
Instructional Video7:50
Curated Video

Fundamentals of Machine Learning - Decision Tree

Higher Ed
This video explains a lab session on a decision tree, getting dependencies, and how to create mock data.
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This clip is from the chapter "Labs" of the series "Fundamentals of Machine Learning".This section explains the various...
Instructional Video22:53
Curated Video

Fundamentals of Machine Learning - Classification Metrics

Higher Ed
This video explains classification metrics and will cover terminologies such as accuracy, specificity, sensitivity, and so on.
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This clip is from the chapter "Lectures" of the series "Fundamentals of Machine Learning".This...
Instructional Video2:15
Curated Video

Python for Machine Learning - The Complete Beginners Course - Correlation Between the Most-Rated Movies

Higher Ed
In this video, you will learn about correlation between the most-rated movies.
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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,...
Instructional Video2:50
Curated Video

Python for Machine Learning - The Complete Beginners Course - 3D Visualization of the Predicted Values

Higher Ed
In this video, we will cover 3D visualization of the predicted values.
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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...
Instructional Video1:18
Curated Video

Python for Machine Learning - The Complete Beginners Course - 3D Visualization of the Clusters

Higher Ed
In this video, we will cover 3D visualization of the clusters.
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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 Video1:16
Curated Video

Python for Machine Learning - The Complete Beginners Course - What Is Entropy?

Higher Ed
In this video, we will understand entropy.
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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 section, we will cover...
Instructional Video1:02
Curated Video

Python for Machine Learning - The Complete Beginners Course - Sorting Values

Higher Ed
In this video, you will learn about sorting values.
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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 Video1:00
Curated Video

Python for Machine Learning - The Complete Beginners Course - Sorting the Most-Rated Movies

Higher Ed
In this video, you will learn how to sort the most-rated movies.
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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...
Instructional Video2:23
Curated Video

Python for Machine Learning - The Complete Beginners Course - Repeating the Process for Another Movie

Higher Ed
In this video, you will learn how to repeat the process for another movie.
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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...