Instructional Video10:24
IDG TECHtalk

Using low code platforms to learn development skills

Higher Ed
Low code and no code platforms are valuable IT tools. They make it easy for employees outside of the IT team to develop apps that simplify business processes. And in some cases, they can aid in the transition from amateur developer or...
Instructional Video4:30
Curated Video

Ensemble Machine Learning Techniques 2.3: Ensemble Learning for Classification

Higher Ed
In this video, we will use python to write a simple ensemble learning model for classification. • We will use Jupyter Notebook to execute our code • Use Iris dataset to perform classification • Use hard voting and soft voting for...
Instructional Video2:27
Curated Video

Use a real-life example of an AI system to discuss some impacts of cyber attacks : Confidentiality, Availability, and Integrity Attacks

Higher Ed
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...
Instructional Video3:32
Packt

Evaluate the impact of privacy issues, cyberattacks, and malware on your AI application : Comparing Defence Approaches and Choosing the Best Defence

Higher Ed
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...
Instructional Video2:10
Packt

Evaluate the impact of privacy issues, cyberattacks, and malware on your AI application : Testing Practical Defence from Modified Input Category

Higher Ed
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...
Instructional Video13:35
Curated Video

Evaluate visual representations of data that models real-world phenomena or processes : Visualizing Word Embedding Using TensorBoard Projector

Higher Ed
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...
Instructional Video32:00
Curated Video

Describe computer programming : Control Flow

Higher Ed
From the section: Common Coding Concepts.This section will cover common coding concepts such as Scratch setup, bugs, pseudocode, decomposition, commenting and many more.<b<br/>r/>

Common Coding Concepts: Control Flow
Instructional Video6:03
Curated Video

Describe computer programming : Working with Strings

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 introduce you to single-quote and multiple-quot
e...
Instructional Video12:47
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : Histogram of Oriented Gradients (HOG)

Higher Ed
From the section: Computer Vision Basics: Part 3. In this section, we’ll cover the advanced features of Computer Vision.<b<br/>r/>

Computer Vision Basics: Part 3: Histogram of Oriented Gradients (HOG)
Instructional Video7:36
Curated Video

Compare different types of data structures : Binary Indexed Trees

Higher Ed
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...
Instructional Video23:30
APMonitor

Python for Beginners with Spyder IDE

10th - Higher Ed
This introduction includes information about naming variables, built-in constants, reserved keywords, built-in functions, syntax highlighting, data types (integer, float, list, tuple, dictionary), and basic commands to built a first...
Instructional Video11:23
Programming Electronics Academy

What is a Code Library?: Arduino Course 6.1

Higher Ed
A description of a code library in Arduino programming.
Instructional Video6:38
Curated Video

Evaluate visual representations of data that models real-world phenomena or processes : Hands-On Example: NLP

Higher Ed
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,...
Instructional Video3:39
Packt

Compare the breadth-first and depth-first search algorithms : Using Breadth-First Search (BFS)

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 Video10:50
Curated Video

Describe network protocols : Review of Network Programming

Higher Ed
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...
Instructional Video4:19
Curated Video

Describe a neural network : Evaluate Accuracy

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...
Instructional Video12:45
Packt

Develop an AI system to solve a real-world problem : Classification versus Regression

Higher Ed
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...
Instructional Video3:40
Curated Video

Predictive Analytics with TensorFlow 3.3: TensorFlow Programming Model

Higher Ed
The TensorFlow programming model signifies how to structure your predictive models. • Look at the steps for structuring the model
Instructional Video11:46
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Exploring the Possible Actions of Your CartPole Robot in OpenAI Gym

Higher Ed
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....
Instructional Video8:22
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Visualizing the Outcomes of a Simple Blackjack Strategy

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 Video6:23
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Training the Agent, and Understanding What It Learned

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 Video13:13
Curated Video

Test a computer program or algorithm : Intro to Errors in Python

Higher Ed
From the section: Errors in Python. This section introduces you to errors in Python.<b<br/>r/>

This video provides an introduction to errors in Python.
Instructional Video7:26
Curated Video

Design test cases to verify a computer program : Testing Functions

Higher Ed
From the section: Unit Testing with Python. In this section, you will learn about unit testing using Python.<b<br/>r/>

This video explains the various testing functions in Python.
Instructional Video11:26
Packt

Introduction to computer hardware and software : Cooling Your PC

Higher Ed
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...