Instructional Video11:16
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Adam Optimization (Part 2)

Higher Ed
In this video, we will understand more about Adam optimization.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional section,...
Instructional Video13:20
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Adam Optimization (Part 1)

Higher Ed
In this video, we will talk about Adam optimization, get introduced to Adam, and understand its basics.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with...
Instructional Video11:46
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Variable and Adaptive Learning Rates

Higher Ed
In this video, we will discuss variable and adaptive learning rates.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional...
Instructional Video6:13
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Momentum

Higher Ed
In this video, you will learn about momentum.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional section, we will dive deeper...
Instructional Video4:40
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Stochastic Gradient Descent

Higher Ed
In this video, you will learn about stochastic gradient descent.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional section,...
Instructional Video7:57
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Gradient Descent

Higher Ed
In this video, we will get introduced to gradient descent.
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This clip is from the chapter "In-Depth: Gradient Descent" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this optional section, we...
Instructional Video8:11
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Categorical Cross Entropy

Higher Ed
In this video, you will learn about categorical cross entropy, which is used in multiclass classification.
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This clip is from the chapter "In-Depth: Loss Functions" of the series "Deep Learning - Artificial Neural Networks...
Instructional Video6:04
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Binary Cross Entropy

Higher Ed
In this video, you will learn about binary cross entropy, which is the correct loss function to use for binary classification.
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This clip is from the chapter "In-Depth: Loss Functions" of the series "Deep Learning - Artificial...
Instructional Video9:18
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Mean Squared Error

Higher Ed
In this video, we will understand MSE (Mean Squared Error) from a probabilistic perspective.
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This clip is from the chapter "In-Depth: Loss Functions" of the series "Deep Learning - Artificial Neural Networks with...
Instructional Video6:17
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - How to Choose Hyperparameters

Higher Ed
In this video, we will understand how to choose hyperparameters.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this...
Instructional Video11:08
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - ANN for Regression

Higher Ed
In this video, we will understand regression in ANN.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this section, we will...
Instructional Video8:40
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - ANN for Image Classification

Higher Ed
In this video, we will work on image classification with the MNIST dataset.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In...
Instructional Video12:44
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Code Preparation (Artificial Neural Networks)

Higher Ed
In this video, we will work with the MNIST dataset and ANN code preparation.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In...
Instructional Video12:38
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - How to Represent Images

Higher Ed
In this video, we will discuss data and understand how to represent images.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In...
Instructional Video8:45
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Multiclass Classification

Higher Ed
In this video, you will learn about multiclass classification.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this section,...
Instructional Video17:21
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Activation Functions

Higher Ed
In this video, you will learn about activation functions.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this section, we...
Instructional Video9:47
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - The Geometrical Picture

Higher Ed
In this video, we will understand the geometrical picture by understanding why neural networks are so important instead of a single neural network.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the...
Instructional Video9:46
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Forward Propagation

Higher Ed
In this video, you will learn about forward propagation as it is related to neural networks.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks...
Instructional Video6:03
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Artificial Neural Networks Section Introduction

Higher Ed
In this video, we will get introduced to artificial neural networks.
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This clip is from the chapter "Feedforward Artificial Neural Networks" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this...
Instructional Video3:12
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Suggestion Box

Higher Ed
In this video, we will have a look at the suggestion box where we can add feedback for this course.
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural Networks with...
Instructional Video4:31
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Why Keras?

Higher Ed
In this video, we will understand why we use Keras in this course and not TensorFlow 2.
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural Networks with...
Instructional Video4:32
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Saving and Loading a Model

Higher Ed
In this video, you will learn how to save a model and then load it later.
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this...
Instructional Video6:50
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - Making Predictions

Higher Ed
In this video, we will be talking about another important part of creating a model, which is making predictions.
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural...
Instructional Video10:58
Curated Video

Deep Learning - Artificial Neural Networks with Tensorflow - How Does a Model "Learn"?

Higher Ed
In this video, we will understand how a model "learns".
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This clip is from the chapter "Machine Learning and Neurons" of the series "Deep Learning - Artificial Neural Networks with TensorFlow".In this section, we will cover a...