Packt
Evaluate the impact of privacy issues, cyberattacks, and malware on your AI application : Comparing Defence Approaches and Choosing the Best Defence
From the section: Choosing the Right Defense. In this section, you will deploy the right defense methods to protect AI systems from attacks by comparing their efficiency. The aim of this video is to provide guidance on choosing the best...
Packt
Evaluate the impact of privacy issues, cyberattacks, and malware on your AI application : Testing Practical Defence from Modified Input Category
From the section: Choosing the Right Defense. In this section, you will deploy the right defense methods to protect AI systems from attacks by comparing their efficiency. The aim of this video is to show a practical example of defense...
Curated Video
Evaluate visual representations of data that models real-world phenomena or processes : Visualizing Word Embedding Using TensorBoard Projector
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. Let’s demonstrate...
Curated Video
Describe computer programming : Control Flow
From the section: Common Coding Concepts.This section will cover common coding concepts such as Scratch setup, bugs, pseudocode, decomposition, commenting and many more. Common Coding Concepts: Control Flow
Curated Video
Describe computer programming : Working with Strings
From the section: Introduction to Python. In this section we look at Python's fundamental, built-in data structures, and discuss how and when to use them. This video will introduce you to single-quote and multiple-quote strings. •...
Curated Video
Create a computer vision system using decision tree algorithms to solve a real-world problem : Histogram of Oriented Gradients (HOG)
From the section: Computer Vision Basics: Part 3. In this section, we’ll cover the advanced features of Computer Vision. Computer Vision Basics: Part 3: Histogram of Oriented Gradients (HOG)
Curated Video
Compare different types of data structures : Binary Indexed Trees
From the section: Tree-Based Data Structures. In this section, we will go over a few robust tree-based data structures, that are indispensable for efficiently solving various query-related problems. In this video, we introduce another...
Curated Video
Use a real-life example of an AI system to discuss some impacts of cyber attacks : Confidentiality, Availability, and Integrity Attacks
From the section: Build a Threat Model and Learn Different Attacks on AI. In this section, you will create a high-level threat model for AI solution to choose the right priorities against various threats. It’s important to know the main...
Packt
Introduction to computer hardware and software : Using Expansion Cards
From the section: Essential Peripherals. In this section, we learn more about optical media, USB standard, configure USB’s for keyboard and mIce. One of the most powerful features of a PC is the ability to install expansion cards that...
Curated Video
Evaluate visual representations of data that models real-world phenomena or processes : Hands-On Example: NLP
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, we shall predict...
Packt
Compare the breadth-first and depth-first search algorithms : Using Breadth-First Search (BFS)
From the section: Searching in Graphs. In this section, we will see what we are searching for. Also, we will look at how to use and implement Breadth-First Search and Depth-First Search along with a simple puzzle game example. Learn the...
Curated Video
Describe network protocols : Review of Network Programming
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, will learn about the basics of Network programming in general. •...
Curated Video
Describe a neural network : Evaluate Accuracy
From the section: Introduction to Artificial Neural Networks (ANN). This section introduces Artificial Neural Networks. You will learn about Neural Network for Binary Classifications, Neural Network with PCA for Binary Classifications,...
Packt
Develop an AI system to solve a real-world problem : Classification versus Regression
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 applied...
Zach Star
Computer Science Vs Computer Engineering - How to Pick the Right Major
In this video I discuss computer science vs computer engineering. Computer science and computer engineering have many similarities but also some big differences. Computer science majors learn more about software while computer engineers...
Curated Video
Predictive Analytics with TensorFlow 3.3: TensorFlow Programming Model
The TensorFlow programming model signifies how to structure your predictive models. • Look at the steps for structuring the model
Packt
Introduction to computer hardware and software : Cooling Your PC
From the section: Power Supplies. Here, we check our power supply, mount the power supply and learn how to cool our PC. All PCs make heat. Too much heat will damage components, so the heat must be dissipated from the system. Cooling...
NASA
Gravity Assist: Meet NASA’s New Chief Scientist and Senior Climate Advisor, with Kate Calvin
Climate change is one of the most important issues facing our planet, and NASA has lots of space missions and programs in the works to monitor and understand its drivers and effects. Kate Calvin, NASA’s new chief scientist, is also the...
Curated Video
Design a computer system using tree search and reinforcement learning algorithms : Exploring the Possible Actions of Your CartPole Robot in OpenAI Gym
From the section: Lights, Camera, Action – Building Blocks of Reinforcement Learning. In this section, we learn about the main building blocks of reinforcement learning, including the action space, the environment, and the rewards. To...
Curated Video
Design a computer system using tree search and reinforcement learning algorithms : Visualizing the Outcomes of a Simple Blackjack Strategy
From the section: Model-Free Prediction and Control With Monte Carlo (MC). In this section, we will learn one of two improvements on DP – Monte Carlo, a method which does not require a model of the environment. We talk about a new...
Curated Video
Design a computer system using tree search and reinforcement learning algorithms : Training the Agent, and Understanding What It Learned
From the section: The Multi-Armed Bandit. In this section, we will learn about the basics and look at one of the most foundational concepts in Reinforcement Learning – The Multi-Armed Bandit We construct a model of a MAB environment from...
Curated Video
Test a computer program or algorithm : Intro to Errors in Python
From the section: Errors in Python. This section introduces you to errors in Python. This video provides an introduction to errors in Python.
Curated Video
Design test cases to verify a computer program : Testing Functions
From the section: Unit Testing with Python. In this section, you will learn about unit testing using Python. This video explains the various testing functions in Python.
Curated Video
Describe the different types of malware that could affect a computer system or network : Understand the types of malware
From the section: What are the threats?. This section includes threats, types of malware and lot more. This video gives an overview of malware and threats. It shows how to recognize malware, types of malware and how devices get them.