Instructional Video7:14
Packt

Fundamentals of Neural Networks - Backward Propagation

Higher Ed
This video explains backward propagation, which is defined by the optimization problem called the gradient descent algorithm. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This...
Instructional Video6:56
Packt

Fundamentals of Neural Networks - Why Use RNN

Higher Ed
A Recurrent neural network is a type of artificial neural network commonly used in speech recognition and natural language processing. Recurrent neural networks recognize data's sequential characteristics and use patterns to predict the...
Instructional Video11:23
Packt

Fundamentals of Neural Networks - Forward Propagation in RNN

Higher Ed
The forward propagation in an RNN makes a few assumptions: 1) We assume the hyperbolic tangent activation function for the hidden layer. 2) We assume that the output is discrete as if the RNN is used to predict words or characters. This...
Instructional Video9:32
Packt

Fundamentals of Neural Networks - Backward Propagation Through Time

Higher Ed
Backpropagation through time (BPTT) is a gradient-based technique for training certain types of recurrent neural networks. It can be used to train Elman networks. The algorithm was independently derived by numerous researchers. This clip...
Instructional Video8:57
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Creating API Gateway for Ordering Microservices with AWS CDK

Higher Ed
This video shows how to create an API Gateway for ordering microservices with AWS CDK. This clip is from the chapter "Creating Ordering Microservices Infrastructure with AWS CDK" of the series "AWS Serverless Microservices with Patterns...
Instructional Video5:53
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - AWS Lambda as a Microservice

Higher Ed
This video explains how AWS Lambda acts as a microservice. This clip is from the chapter "Thinking AWS Serverless for Event-Driven Microservices Architecture" of the series "AWS Serverless Microservices with Patterns and Best...
Instructional Video1:23
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Architecture of API Gateway

Higher Ed
This video explains the architecture of API Gateway. This clip is from the chapter "API Gateway RESTful API Development with Synchronous Lambda Event Sources" of the series "AWS Serverless Microservices with Patterns and Best...
Instructional Video8:20
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Set Environment Variables for EventBridge Entry Parameters When Publish Checkout

Higher Ed
This video explains how to set environment variables for EventBridge entry parameters when publish checkout. This clip is from the chapter "Develop Checkout Basket for Send Event to AWS EventBridge from Basket with SDK" of the series...
Instructional Video7:05
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Mapping Microservice Architecture with AWS Serverless Services for Microservice

Higher Ed
This video demonstrates the mapping of microservice architecture with AWS serverless services for microservices. This clip is from the chapter "Thinking AWS Serverless for Event-Driven Microservices Architecture" of the series "AWS...
Instructional Video4:11
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Introduction to the Section - AWS SQS for Event-Driven Architecture with Queues

Higher Ed
This video provides an introduction to the section. This clip is from the chapter "AWS SQS for Event-Driven Architecture with Queues" of the series "AWS Serverless Microservices with Patterns and Best Practices".This section focuses on...
Instructional Video3:09
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Introduction to the Section - Creating AWS EventBridge EventBus Infrastructure with AWS CDK – Checkout Basket

Higher Ed
This video provides an introduction to the section. This clip is from the chapter "Creating AWS EventBridge EventBus Infrastructure with AWS CDK – Checkout Basket" of the series "AWS Serverless Microservices with Patterns and Best...
Instructional Video1:46
Curated Video

AWS Serverless Microservices with Patterns and Best Practices - Introduction to the Section - API Gateway-Lambda Synchronous RESTful Microservices with CDK

Higher Ed
This video provides an introduction to the section. This clip is from the chapter "API Gateway-Lambda Synchronous RESTful Microservices with CDK" of the series "AWS Serverless Microservices with Patterns and Best Practices".This section...
Instructional Video4:01
Curated Video

Snowflake - Build and Architect Data Pipelines Using AWS - Snowflake Architecture

Higher Ed
This video explains the Snowflake architecture. This clip is from the chapter "Introduction to Snowflake and AWS" of the series "Snowflake - Build and Architect Data Pipelines Using AWS".This section focuses on the introduction to...
Instructional Video4:53
Curated Video

Deep Learning - Deep Neural Network for Beginners Using Python - Layers and DEEP Networks

Higher Ed
In this video, you will learn about layers and DEEP networks. This clip is from the chapter "Deep Learning" of the series "Deep Learning - Deep Neural Network for Beginners Using Python".In this section, we will dive deeper into deep...
Instructional Video5:59
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: DNN Gradient Descent

Higher Ed
In this video, we will cover DNN gradient descent. This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section, we...
Instructional Video4:34
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - DNN and Deep Learning Basics: DNN Architecture Exercise Solution

Higher Ed
In this video, we will cover DNN architecture exercise solution. This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this...
Instructional Video5:12
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Deep Neural Networks and Deep Learning Basics: The Activation Function

Higher Ed
In this video, we will cover the activation function. This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section,...
Instructional Video4:27
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Deep Neural Networks and Deep Learning Basics: Feedforward Fully Connected MLP

Higher Ed
In this video, we will cover Feedforward fully connected MLP. This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this...
Instructional Video7:30
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Deep Neural Networks and Deep Learning Basics: Deep Neural Network Architecture

Higher Ed
In this video, we will cover deep neural network architecture. This clip is from the chapter "Deep learning: Artificial Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this...
Instructional Video7:54
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Deep Neural Network Architecture: Pooling Tensors

Higher Ed
In this video, we will cover pooling Tensors. This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section, we...
Instructional Video9:37
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Deep Learning Overview: Introduction to Deep Neural Networks (DNN)

Higher Ed
In this video, we will cover an introduction to Deep Neural Networks (DNN). This clip is from the chapter "Machine Learning: Machine Learning Crash Course" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In...
Instructional Video9:57
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Classical CNNs: Resnet

Higher Ed
In this video, we will cover Resnet. This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section, we will cover...
Instructional Video7:24
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Classical CNNs: LeNet

Higher Ed
In this video, we will cover LeNet. This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section, we will cover...
Instructional Video5:59
Curated Video

Data Science and Machine Learning (Theory and Projects) A to Z - Classical CNNs: Google Net

Higher Ed
In this video, we will cover Google Net. This clip is from the chapter "Deep learning: Convolutional Neural Networks with Python" of the series "Data Science and Machine Learning (Theory and Projects) A to Z".In this section, we will...