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Fundamentals of Neural Networks - Backward Propagation Through Time
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...
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Fundamentals of Neural Networks - Forward Propagation in RNN
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...
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Fundamentals of Neural Networks - Why Use RNN
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...
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Fundamentals of Neural Networks - Residual Network
Deeper neural networks are more difficult to train. We present a residual learning framework to ease the training of networks that are substantially deeper than those used previously. This clip is from the chapter "Convolutional Neural...
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Fundamentals of Neural Networks - VGG16
This video explains VGG16 which is a convolutional neural network model proposed by K. Simonyan and A. Zisserman from the University of Oxford in the paper "Very Deep Convolutional Networks for Large-Scale Image Recognition". This clip...
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Fundamentals of Neural Networks - Backward Propagation
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...
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Fundamentals of Neural Networks - Forward Propagation
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...
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Chatbots Development with Amazon Lex - Interconnection
This video demonstrates the process of connecting Amazon Lambda to our chatbot. We will create the functions required for our chatbot and author it from scratch.
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Chatbots Development with Amazon Lex - Benefits of Amazon Lex
Here, we will discuss the benefits of using Lex bot, including seamless deployment and scaling, built-in integration with AWS, input technologies, cost-effectiveness, and simplicity.
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Chatbots Development with Amazon Lex - Module 1 Overview
In this video, we will discuss the concepts covered in this module, including Amazon Web Services, the web services that Amazon provides, how we can use these services, and the benefits of AWS, apart from the salient features of AWS.
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Deep Learning - Crash Course 2023 - TensorFlow - Subclassing Methods
In this video, you will learn about subclassing in TensorFlow, which allows us to create custom layers and models. This clip is from the chapter "Applying Deep Learning" of the series "Deep Learning - Crash Course 2023".In this section,...
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Advanced Chatbots with Deep Learning and Python - Deep Learning Architecture
This video elaborates on the deep learning architecture in chatbots, integration of deep learning with chatbots, natural language processing (NLP), source content, interaction history, and analytics.
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Advanced Chatbots with Deep Learning and Python - Module Introduction-2
In this video, you will learn more about deep learning and the general architecture, chatbot development with deep learning, and its related concepts.
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AutoCAD 2023 Masterclass - Produce Amazing Site Plans Quickly - Introduction
In this video, we will provide an in-depth overview of AutoCAD 2D, including its history, key features, and functionalities. You will learn how AutoCAD works as a computer-aided design (CAD) software and its significance in various...
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Fundamentals of Secure Software - Prepping for Microsoft Threat Model Tool
This video will help you get ready to use the Microsoft Threat Model tool.
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Fundamentals of Secure Software - Manual Threat Model demo
This is a demo video of performing a manual threat model.
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Fundamentals of Secure Software - Introduction to Manual Threat Modeling
This video helps in performing a manual threat model.
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Fundamentals of Secure Software - Source Code Review
This video explains how to perform a secure code review.
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Fundamentals of Secure Software - SANS Top 25
This video provides an introduction to the SANS Top 25.
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Linux PAM Security Administration - PAM Configuration File - Modules
This video explains the third or the last column of the PAM configuration files, which is the modules column.
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AWS Certified Solutions Architect Associate (SAA-C03) - Reference Architectures
Wouldn't it be nice if, as a solutions architect, you didn't have to start from scratch every time? The good news is that you don't have to. You can start with reference architectures provided by AWS and this video explains the details.
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AWS Certified Solutions Architect Associate (SAA-C03) - Kinesis
What can you use to analyze data on-the-fly in AWS? The answer is Kinesis and its several implementation methods. In this video, you are introduced to the Kinesis solution in AWS and what it has to offer.
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AWS Certified Solutions Architect Associate (SAA-C03) - Elastic Load Balancing (ELB)
What can you use to implement multiple servers to enhance performance or fault tolerance? In AWS, you can use Elastic Load Balancing (ELB), which is introduced in this video.
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AWS Certified Solutions Architect Associate (SAA-C03) - AWS Solutions
AWS Solutions offers professionally-architected solutions for your every AWS need.