Curated Video
Create a machine learning model of a real-life process or object : Putting It All Together in a Professional Way
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 good...
Curated Video
Design a computer system using tree search and reinforcement learning algorithms : Understanding Reinforcement Learning Algorithms
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 solutions...
Curated Video
Discuss the importance of data : Test-Train split in Python
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 the...
Curated Video
Predictive Analytics with TensorFlow 10.1: Recommendation Systems
Recommendation systems is a subclass of information filtering system that helps predict the "rating" or "preference" based on the rating provided by users of an item. We will also see collaborative filtering and content-based filtering...
Curated Video
Discuss the importance of data : Classification tree
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 Classification Tree:...
Curated Video
Design a computer system using tree search and reinforcement learning algorithms : The Course Overview
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 solutions...
Curated Video
Predictive Analytics with TensorFlow 7.1: Deep Learning for Better Predictive Analytics
DL is a branch of ML based on a set of algorithms that attempt to model high-level abstractions in data. In this video, we will see artificial neural networks and deep neural networks. We will also see deep neural networks architecture....
Wonderscape
Great Careers: How to Become a Computer Programmer
This video is an introduction to the world of computer programming. It explains what computer programmers do, the different coding languages they use, and the various career opportunities available in the field. It also provides...
Curated Video
Predictive Analytics with TensorFlow 11.3: Developing a Stock Price Predictive Model
An emerging area for applying is the stock market trading, where a trader acts like a reinforcement agent since buying and selling particular stock changes the state of the trader by generating profit or loss, that is, reward. • Define...
Curated Video
Predictive Analytics with TensorFlow 7.3:Using Multilayer Perceptrons for Predictive Analytics
For this video, we will be using bank marketing datasets. The data is related to direct marketing campaigns of a Portuguese banking institution. The marketing campaigns were based on phone calls. We will do predictive analytics using...
Curated Video
Use a real-life example of an AI system to discuss some impacts of cyber attacks : Categories of ML Tasks and Attacks
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 to solving...
Physics Girl
What is a quantum coin toss?
Quantum coin flipping is the fairest way to flip a coin over the phone. How does it work?!
Curated Video
Predictive Analytics with TensorFlow 6.1: NLP Analytics Pipelines
This video will explain us the general purpose of machine learning and also explain the workflow of predictive analytics. • Understand the workflow of predictive analytics in machine learning
Curated Video
Describe cyber attacks that could affect a computer system or network : Network Vulnerability Test Scope and Process
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...
Zach Star
How Much Programming Do Engineers Do?
Do you wonder how much programming you'll do in college as an engineer. This answer is very dependent on what major you pick, the university you go to, and various other factors. However there are some consistencies in each major that...
Packt
routing protocols : EIGRP - advanced distance vector routing protocol and Administrative Distance
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 vector...
Packt
Introduction to computer hardware and software : Troubleshooting Power Supplies
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...
Curated Video
Create a computer vision system using decision tree algorithms to solve a real-world problem : [Activity] Decision Trees In Action
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....
Curated Video
Describe computer programming : Variables and Data Types
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...
Brainwaves Video Anthology
Janice Cuny - Broadening Participation in Computing
Janice Cuny is the Program Director for Computing Education at the National Science Foundation. The CRA (Computing Research Association) board selected Janice E. Cuny to receive the 2007 A. Nico Habermann Award for her dedication,...
Curated Video
Ensemble Machine Learning Techniques 2.1: Problems that Ensemble Learning Solves
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
Packt
Compare the breadth-first and depth-first search algorithms : Example - A Simple Puzzle Game
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. Solve the...
Curated Video
High Performance Scientific Computing with C 2.2: Algorithm Complexity and Performance
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
Curated Video
Design a computer system using tree search and reinforcement learning algorithms : Creating a Bandit with 4 Arms Using Python and Numpy
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...