Instructional Video3:47
Curated Video

Describe computer programming : Basics of Python

Higher Ed
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 walk you an overview about t
he Python.
• Go...
Instructional Video19:43
Curated Video

Evaluate a machine learning model : Evaluate Model Performance

Higher Ed
From the section: Regression. In this section, you are going to learn about Regression.<b<br/>r/>

Regression: Evaluate Model Performance
Instructional Video10:09
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : Evaluating Machine Learning Systems with Cross-Validation

Higher Ed
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...
Instructional Video4:17
Packt

Positive Impact Advantages of AI : What Can AI Do for Businesses?

Higher Ed
From the section: Getting Started with Artificial Intelligence with Python. In this section, learners are introduced to Artificial Intelligence and the libraries they will be using for the rest of the course, including NumPy, matplotlib,...
Instructional Video8:59
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : Decision Trees and Random Forests

Higher Ed
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...
Instructional Video8:24
Curated Video

routing protocols : Types of Routing Protocols -Distance Vector, Link State

Higher Ed
From the section: Routing Introduction. In this section, we look into Routed protocols, demonstrations, static routes, dynamic routes, and different types of routing protocols.



Routing Introduction: Types of Routing Protocols...
Instructional Video7:09
Curated Video

Create a machine learning model of a real-life process or object : Putting It All Together in a Professional Way

Higher Ed
From the section: Regression Task Airbnb Prices in New York. We will use a real-world Airbnb dataset that contains data about New York properties for rent in 2019 on Airbnb, including their price. It is a simple dataset and makes a...
Instructional Video8:53
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Understanding Reinforcement Learning Algorithms

Higher Ed
From the section: Getting Started With Reinforcement Learning Using OpenAI Gym. In this section, we will introduce the basics of the reinforcement learning problem, and explain how OpenAI gym helps with developing and research...
Instructional Video6:04
Curated Video

Discuss the importance of data : Test-Train split in Python

Higher Ed
From the section: Simple Decision trees. In this section, we will start with the basic theory of decision tree then we cover data pre-processing topics like missing value imputation, variable transformation and Test-Train split. In...
Instructional Video6:06
Curated Video

Discuss the importance of data : Classification tree

Higher Ed
From the section: Simple Classification Tree. This section we will expand our knowledge of regression Decision tree to classification trees, we will also learn how to create a classification tree in Python.



Simple...
Instructional Video3:47
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : The Course Overview

Higher Ed
From the section: Getting Started With Reinforcement Learning Using OpenAI Gym. In this section, we will introduce the basics of the reinforcement learning problem, and explain how OpenAI gym helps with developing and research...
Instructional Video4:06
Curated Video

Use a real-life example of an AI system to discuss some impacts of cyber attacks : Categories of ML Tasks and Attacks

Higher Ed
From the section: Security Test Using Adversarial Attack. In this section, you will test any AI system against the latest attacks with the help of simple tools.



The aim of this video is to demonstrate that all approaches...
Instructional Video4:56
Curated Video

Describe cyber attacks that could affect a computer system or network : Network Vulnerability Test Scope and Process

Higher Ed
From the section: Introducing Network Security. This section provides Information about Overview of Network security, Test scope of Networks. It also includes Installation Procedure of Virtual Machines. For example: Kali Linux...
Instructional Video6:07
Curated Video

routing protocols : EIGRP - advanced distance vector routing protocol and Administrative Distance

Higher Ed
From the section: Routing Introduction. In this section, we look into Routed protocols, demonstrations, static routes, dynamic routes, and different types of routing protocols.



Routing Introduction: EIGRP - advanced distance...
Instructional Video9:20
Packt

Introduction to computer hardware and software : Troubleshooting Power Supplies

Higher Ed
From the section: Power Supplies. Here, we check our power supply, mount the power supply and learn how to cool our PC. If the power supply fails, a system simply will not operate. There are simple tricks and tips to diagnose and...
Instructional Video13:21
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : [Activity] Decision Trees In Action

Higher Ed
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...
Instructional Video5:12
Curated Video

Describe computer programming : Variables and Data Types

Higher Ed
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 give you an overview of the variables and data types. • Create...
Instructional Video12:16
Packt

Compare the breadth-first and depth-first search algorithms : Example - A Simple Puzzle Game

Higher Ed
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...
Instructional Video9:12
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Creating a Bandit with 4 Arms Using Python and Numpy

Higher Ed
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...
Instructional Video8:56
Curated Video

Modify a data structure : Big O Notation and Calculating the Runtime of a Function

Higher Ed
From the section: Linked Lists. Linked Lists: Big O Notation and Calculating the Runtime of a Function<b<br/>r/>

Linked Lists: Big O Notation and Calculating the Runtime of a Function
Instructional Video4:36
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Running the Blackjack Environment From the OpenAI Gym

Higher Ed
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...
Instructional Video6:35
Zach Star

How Much do Engineers and Scientists Make? Salary and Employment Statistics

12th - Higher Ed






Two common statistics that are helpful to know about any college major are: how much money you can expect to make, and the amount of job opportunities. Here I outline the statistics for many of the most majors and...
Instructional Video9:54
Packt

Introduction to computer hardware and software : Optical Media

Higher Ed
From the section: Essential Peripherals. In this section, we learn more about optical media, USB standard, configure USB’s for keyboard and mIce. Shiny optical discs are an excellent media for transporting data and are still a very...
Instructional Video6:52
Curated Video

Describe a neural network : Neural Network for Binary Classifications

Higher Ed
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...