Mastering Deep Learning Using Apache Spark

Simpliv Learning

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$ 149 749

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                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Convolutional Neural Networks for Speech Recognization

The Course Overview
Analyzing Input Text Data That Will Need to Be Classified
Configuring Word Vectors That Will Be Used in Our Network
Adding Layers to Deep Neural Network
Asserting Classification of Input Sentences
Convolutional Neural Networks for Speech Recognition (NLP) - Quiz

Performing Video Classification Using RNN and LST

Generating Input Video Data
Creating a Neural Network for Video Classification
Adding RNN and LSTMs to Network to Perform a Task Better
Testing and Validating Deep Learning Model
Performing Video Classification Using RNN and LSTMs - Quiz

Transfer Learning and Pre-Trained Models

Creating Paragraph Vectors
Adding Labels to Non-Labelled Data
Finding Similarity between Vectors
Creating a Model That Can Guess the Meaning of The Word
Transfer Learning and Pre-Trained Models - Quiz

Deep Reinforcement Learning

Anomaly Detection Problem Explained
Extracting Features from Input Data Using Multi-Layer Approach
Adding Layer That Finds an Actual Anomaly
Testing and Validating Results from Our Deep Learning Model
Deep Reinforncement Learning - Quiz

Generative Adversarial Networks

Creating Data Generator for GAN
Adding Discriminator for Our Data
Create Classifier for Generated Data
Performing Validation of Our Model
Generative Adversarial Networks - Quiz

Distributed Models

Configuring Spark for High Data Distribution
Fetching Input Set into Distributed Data Set Using Spark API
Creating Training Master That Supervise Computations on the Workers
Evaluating Speed of Distributed Training Using Spark

Troubleshooting

Monitoring of Models Using Spark UI
Speeding Up Computations by Employing Caching
Partitioning Deep Learning Data into Several Workers
Tweaking Spark Workers Configuration

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Mastering Deep Learning Using Apache Spark

Expert

Online

$ 149 749

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The syllabus

Convolutional Neural Networks for Speech Recognization

Performing Video Classification Using RNN and LST

Transfer Learning and Pre-Trained Models

Deep Reinforcement Learning

Generative Adversarial Networks

Distributed Models

Troubleshooting

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