Instructional Video6:15
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : Support Vector Machines (SVM) and Support Vector Classifiers (SVC)

Higher Ed
From the section: Machine Learning: Part 2. In this section, we’ll cover Bayes Theorem, Naive Bayes, SVM and SVC to classify data.<b<br/>r/>

Machine Learning: Part 2: Support Vector Machines (SVM) and Support Vector Classifiers (SVC)
Instructional Video8:59
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : [Activity] Naive Bayes in Action

Higher Ed
From the section: Machine Learning: Part 2. In this section, we’ll cover Bayes Theorem, Naive Bayes, SVM and SVC to classify data.<b<br/>r/>

Machine Learning: Part 2: [Activity] Naive Bayes in Action
Instructional Video6:22
Packt

Introduction to computer hardware and software : Form Factors

Higher Ed
From the section: Motherboards. In this section, we look into motherboard features such as Chipsets and how to install. Motherboards, power supplies, and cases are surprisingly interchangeable due to industry standards called form...
Instructional Video10:38
Curated Video

Discuss the importance of data : Pruning a tree 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 Video9:54
Curated Video

Design test cases to verify a computer program : Testing External Libraries

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 how to test external libraries.
Instructional Video5:35
Curated Video

Describe an advanced data structure : From Painfully Slow to Optimal: The Maximum Sum Subarray

Higher Ed
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...
Instructional Video4:28
Curated Video

Implement arithmetic operations in a computer program : Arithmetic operators in Python: Python Basics

Higher Ed
From the section: Setting up Python and Jupyter Notebook. This section gets you started with Python. This section will help you set up the python and Jupyter environment on your system and it'll teach you how to perform some basic...
Instructional Video3:58
Packt

Introduction to computer hardware and software : Liquid Cooling

Higher Ed
From the section: CPUs. In this section, we explore features about CPU. Liquid cooling isn’t just for enthusiasts. It is quieter and much more efficient than traditional air cooling. Today’s liquid cooling solutions are easy to use and...
Instructional Video7:45
Curated Video

Evaluate visual representations of data that models real-world phenomena or processes : Visualizing Text Data

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.



In this...
Instructional Video4:10
Curated Video

Describe a function : Functions in Python

Higher Ed
From the section: Python Fundamentals. This section will help you to learn about the Python fundamentals and setup.<b<br/>r/>

This video explains the various functions in Python.
Instructional Video6:38
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : Image cropping dilation and erosion

Higher Ed
From the section: Computer Vision Basics: Part 2. In this section, we’ll explore the some addtiional features of Computer Vision.<b<br/>r/>

Computer Vision Basics: Part 2: Image cropping dilation and erosion
Instructional Video8:28
Curated Video

Compare different types of data structures : Binary Indexed Trees for the RMQ Problem

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.



This video presents an...
Instructional Video7:30
Zach Star

Is Engineering Experience Needed Before College

12th - Higher Ed
Some students ask if engineering experience is needed before they enter college. And the good news is you really don't need any engineering experience. In fact most students who enter college don't have much, if any. There are some...
Instructional Video12:37
Packt

Introduction to computer hardware and software : The Right PC for the Job

Higher Ed
From the section: Building a PC. Here, we select the right PC for the job. Not every Desktop PC does the same job. A tech should understand some of the more common systems and know the hardware requirements for those jobs.
Instructional Video8:32
Curated Video

Explain web security : Reconnais-sance and Passive In-formation Gathering

Higher Ed
From the section: Steps for Ethical Hacking. In this part, you are going to learn how hackers think and act before and after they hack a system, and how they gather sensitive information. We’ll follow the same steps to test whether...
Instructional Video8:18
Curated Video

Design a computer system using tree search and reinforcement learning algorithms : Control – Building a Very Simple Epsilon-Greedy Policy

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 Video14:06
Curated Video

Implement a computer program using a classic algorithm : Recursion mini-project 2 - Factorial

Higher Ed
From the section: Algorithms - Sort, performance, complexity and big O notation. This section is about Algorithms – sort, performance, complexity and big O notation.<b<br/>r/>

Build a recursive factorial function step by step
Instructional Video4:36
Packt

Compare the breadth-first and depth-first search algorithms : Using Depth-First Search (DFS)

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 Video11:24
Curated Video

Describe an advanced data structure : Rolling Hashes for Constructing a Palindrome

Higher Ed
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...
Instructional Video3:47
Curated Video

Discuss the importance of data : Creating Decision tree 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 Video4:58
Curated Video

Discuss the importance of data : Dummy Variable creation 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 Video3:43
Curated Video

Describe a function : Functions Part 2

Higher Ed
From the section: Advanced Python. This section is about Advanced Python.<b<br/>r/>

Advanced Python: Functions Part 2
Instructional Video7:52
Packt

Create visual representations of data that models real-world phenomena or processes : A1. Activity for Data Visualization

Higher Ed
From the section: Data Visualization. In this section you will learn about data visualization, matplotlib library, bar charts, line charts and scatter plots. There’s also an activity for data visualization.



Data...
Instructional Video10:37
Curated Video

Create a computer vision system using decision tree algorithms to solve a real-world problem : Humans vs. Computers Vision system

Higher Ed
From the section: Computer Vision Basics: Part 1. In this section, we’ll cover the basic features of Computer Vision.<b<br/>r/>

Computer Vision Basics: Part 1: Humans vs. Computers Vision system