This video talks about the advantages of using ensemble learning. • Define what is Bias, variance • Define what is Bias-Variance tradeoff • Look at the Advantage of using ensemble learning

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...

How does the design of our programs affect their speed and accuracy? • Learn about floating-point round-off error • Learn about computational complexity • Examine the divide-and-conquer design approach

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...

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

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...

Supervised and unsupervised learning appears at opposite ends of the spectrum, RL exists somewhere in the middle. We use reinforcement learning to discover a good sequence of actions to take the maximum expected rewards. We will also see...

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...

In this video, we will see how to perform a bit more complex predictive analytics using the bag-of-words concept of NLP with TensorFlow. At first, we will formalize the problem, and then will explore the dataset that will be used....

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...

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...

This video be in less depth than the previous but will cover a wider range of topics and research in artificial intellig

ence.

Startups in artificial intelligence are becoming more and more popular (over 100 just in...

Security is a very important aspect of any application. In this video, we will go through the process of securing our cloud-native application, which we created in the previous section.

• Explore the security fea
tures
• Learn...

From the section: NumPy Fundamentals in Python. Every programming language is different. You will cover fundamentals in order to get familiar with the Python environment needed for NumPy. You will learn to work with numbers, lists,...

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.



The aim of this...

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

This video explains how to test for errors in Python.

From the section: Implementing Mass Storage. Here, we learn to implement mass storage. A brand-new system doesn’t have a bootable drive with an installed operating system. In this episode you will go through the process of setting up an...

From the section: More Complex Algorithms on Arrays. In this section, we will deal with even more complex problems involving arrays. They will require more complex logic or data structures to solve, or a clever way of applying more...

From the section: Operators in Python. This section is about Operators in Python.<b<br/>r/>

Operators in Python: Operators: Arithmetic, Assignment

From the section: Coding in a nutshell. This section will help to answer some common beginner questions related to coding.



Coding in a nutshell: Coding In
a nutshell
• Understand the process of Python d
ecisions...

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.



The aim of this...

This video covers just a few current events going on in engineering and computer science. The topics here include



1. Origami
Algorithm
2. Algorithm to see
around corners
3.
Laser on Fighter Jet
4. Drones for...

From the section: Doing a Lot with Very Little. In this section, we will explore some problems that look difficult to solve efficiently at first sight. You might think that they require some advanced logic or data structures, but...

From the section: Power Supplies. Here, we check our power supply, mount the power supply and learn how to cool our PC. A PC power supply takes AC power from the grid and transforms it into DC voltage the system needs to run.