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Create a computer network: Python Netmiko Library
From the section: Interacting with Classic Network Devices. In this section, we will look at how to interact with classic network devices with Python libraries. We will explain what we define as classic network devices and use...
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Use a real-life example of an AI system to discuss some impacts of cyber attacks : Grey-Box Adversarial with Example
From the section: Testing Image Classification.In this section, you will design specific security tests for image recognition systems. Here you will focus on one particular type of AI solution – image classification, and one...
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Evaluate visual representations of data that models real-world phenomena or processes : Visualizing Model Graph – RNN
From the section: NLP Visualization and Model Experimentation. Visualize text data and view data embeddings. View and track hyperparameter tuning and display training configurations to run reproducible experiments.
Here,...
Here,...
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Evaluate a machine learning model : Model Evaluation
From the section: Improving Model Accuracy. We start with reviewing previous day’s assignment by looking at an ideal solution and results. This module takes a pause from introducing any new model and focuses on improving the models...
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Describe network protocols : UDP Echo Server
From the section: Networking and Programming with IP and UDP In this section, we will learn about all about networking and using programming with IP and UDP.
In this video, we will look at how to create a UDP ec
ho...
In this video, we will look at how to create a UDP ec
ho...
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Create a computer vision system using decision tree algorithms to solve a real-world problem : Activation Functions
From the section: Artificial Neural Networks. In this section, we’ll learn about ANN.<b<br/>r/>
Artificial Neural Networks: Activation Functions
Artificial Neural Networks: Activation Functions
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Create a computer vision system using decision tree algorithms to solve a real-world problem : Color Spaces
From the section: Computer Vision Basics: Part 1. In this section, we’ll cover the basic features of Computer Vision.<b<br/>r/>
Computer Vision Basics: Part 1: Color Spaces
Computer Vision Basics: Part 1: Color Spaces
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Create a computer vision system using decision tree algorithms to solve a real-world problem : Introduction to MatPlotLib
From the section: Python Crash Course [Optional]. In this section, we’ll continue diving into Python data structures with tuples and dictionaries, functions, Boolean Operations and Loops, and libraries like Pandas, MatPlotLib and...
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Create a computer vision system using decision tree algorithms to solve a real-world problem : Linear Regression
From the section: Machine Learning: Part 1. In this section, we’ll learn how machine learning works, and how it fits in with the world of AI and deep learning. And learn to train, test and validate the data using K-fold cross-validation....
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Implement a computer program using a classic algorithm : In-depth look at execution context of recursive divide function
From the section: Algorithms - Sort, performance, complexity and big O notation. This section is about Algorithms – sort, performance, complexity and big O notation.
Analyze execution context and frames created by recursive...
Analyze execution context and frames created by recursive...
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Implement a computer program using a classic algorithm : Project conclusion walkthrough
From the section: Algorithms - Search and abstract data structures. This section is about Algorithms. You will learn about Bisection, Binary section etc.<b<br/>r/>
Go through implementation steps from concluded project
Go through implementation steps from concluded project
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Introduction to computer hardware and software : Magnetic Disk Drives
From the section: Mass Storage Technologies. In this section, we cover topics related to Mass storage. Hard Disk Drives (HDDs), which store data on rotating magnetic disks, have been the go-to mass storage media for decades. A good tech...
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Describe a network protocol : Home Network and SOHO network
From the section: Basic Networking Terms (ICND1). This Section is about the basic Networking Terms. This includes lectures on Network Interface Card, Network protocol, computer network and so on.
Basic Networking Terms...
Basic Networking Terms...
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Create a computer vision system using decision tree algorithms to solve a real-world problem : Backpropagation Training
From the section: Artificial Neural Networks. In this section, we’ll learn about ANN.<b<br/>r/>
Artificial Neural Networks: Backpropagation Training
Artificial Neural Networks: Backpropagation Training
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Create a computer vision system using decision tree algorithms to solve a real-world problem : Hough transform theory
From the section: Computer Vision Basics: Part 2. In this section, we’ll explore the some addtiional features of Computer Vision.<b<br/>r/>
Computer Vision Basics: Part 2: Hough transform theory
Computer Vision Basics: Part 2: Hough transform theory
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Create a computer vision system using decision tree algorithms to solve a real-world problem : What is an image and how is it digitally stored?
From the section: Computer Vision Basics: Part 1. In this section, we’ll cover the basic features of Computer Vision.<b<br/>r/>
Computer Vision Basics: Part 1: What is an image and how is it digitally stored?
Computer Vision Basics: Part 1: What is an image and how is it digitally stored?
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State the purpose of network hardware : Wireless Network Hardware
From the section: Essentials of Networking. In this section, we learn about WANS, Routers, cables and connectors. Structured cabling is the process of installing and organizing cable systems to ensure long term, reliable connections....
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Use variables to store data : Working with Variables and Data Types – Part 2
From the section: Java Introduction and Development Environment Setup. In this section, you will be introduced to Java 11. The Java programming language is widely used in the development of web and cellphone applications. In this...
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Explain web security : Understand-ing Bit Hacker Jar-gon!
From the section: Steps for Ethical Hacking. In this part, you are going to learn how hackers think and act before and after they hack a system, and how they gather sensitive information. We’ll follow the same steps to test whether...
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Evaluate the impact of an AI application used in the real world. (case study) : Working with Flower Images: Case Study - Part 4
From the section: CNN-Industry Live Project: Playing With Real World Natural Images. This section includes a live project of working with flower images.
CNN-Industry Live Project: Playing with Real World Natural Images:...
CNN-Industry Live Project: Playing with Real World Natural Images:...
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Evaluate visual representations of data that models real-world phenomena or processes : Advanced Features of TensorBoard and PyTorch Limitations
From the section: NLP Visualization and Model Experimentation. Visualize text data and view data embeddings. View and track hyperparameter tuning and display training configurations to run reproducible experiments.
In this...
In this...
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Develop an AI system to solve a real-world problem : Small Data and Cross Validation
From the section: Predicting Sales with Supervised Learning. In this section, learners will use their first machine learning techniques, including Support Vector Machines and Artificial Neural Networks. These techniques will be...
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Implement a function : Arguments and Parameters
From the section: Python Fundamentals. This section will help you to learn about the Python fundamentals and setup.<b<br/>r/>
This video focuses on arguments and parameters in Python.
This video focuses on arguments and parameters in Python.
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Create a list : List Get and Set
From the section: Lists. This section focuses on lists and the various functions of the list.<b<br/>r/>
This video focuses on list Get and Set methods.
This video focuses on list Get and Set methods.