Instructional Video8:54
Curated Video

Machine Learning: Random Forest with Python from Scratch - How to Classify

Higher Ed
Let's learn to write a classification method that will train our module and help us get predictions.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random Forest with Python from...
Instructional Video8:25
Curated Video

Machine Learning: Random Forest with Python from Scratch - Question and Partition

Higher Ed
In this video, you will learn to create two more helper functions, question, and partition, which define statements for querying and retrieving data.
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This clip is from the chapter "Random Forest Step-by-Step" of the series...
Instructional Video11:42
Curated Video

Machine Learning: Random Forest with Python from Scratch - Importing Data, Helper Functions

Higher Ed
Before creating a decision tree, we will first learn to import our dataset using Pandas.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random Forest with Python from...
Instructional Video14:27
Curated Video

Machine Learning: Random Forest with Python from Scratch - Quick Implementation of Random Forest Model

Higher Ed
Let's quickly implement Random Forest using the sklearn Random Forest model to tune the model's performance according to the project.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning:...
Instructional Video15:29
Curated Video

Machine Learning: Random Forest with Python from Scratch - Categorical to Numeric Conversion

Higher Ed
In a machine, it understands values in the form of numbers. You will learn how to convert non-numeric data to numeric without changing the feature of the value.
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This clip is from the chapter "Random Forest Step-by-Step" of...
Instructional Video10:55
Curated Video

Machine Learning: Random Forest with Python from Scratch - Dealing with Missing Values

Higher Ed
Let's look at the first step involved in the data cleaning process, which is filling or removing missing values from a dataset.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning:...
Instructional Video11:13
Curated Video

Machine Learning: Random Forest with Python from Scratch - Reading and Manipulating Dataset

Higher Ed
Previously, you learned how to read a dataset; now, we will look at manipulating the data and using a sample dataset in our code.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning:...
Instructional Video4:28
Curated Video

Machine Learning: Random Forest with Python from Scratch - Using Pandas for Random Forest (2)

Higher Ed
This is a continuation of the previous lesson, and here we will look at conditionally selecting values from a dataset.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random Forest...
Instructional Video11:20
Curated Video

Machine Learning: Random Forest with Python from Scratch - Using Pandas for Random Forest (1)

Higher Ed
This video introduces us to Pandas data structures and analysis tools, which help make data easy to handle and intuitive.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random...
Instructional Video5:55
Curated Video

Machine Learning: Random Forest with Python from Scratch - Introduction to the Final Project

Higher Ed
In this video, we will discuss our final project, which classifies the titanic dataset using Random Forest.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random Forest with Python...
Instructional Video8:06
Curated Video

Machine Learning: Random Forest with Python from Scratch - Information Gain

Higher Ed
In this video, we will define columns for questioning and determine how much information can be gained by splitting a column.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random...
Instructional Video6:57
Curated Video

Machine Learning: Random Forest with Python from Scratch - Formats of Data

Higher Ed
You will learn about the different data formats in machine learning, including structured (labeled or unlabeled) and unstructured data, and how to choose the best format.
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This clip is from the chapter "Introduction to Machine...
Instructional Video7:29
Curated Video

The Front-End Web Developer Bootcamp - HTML, CSS, JS, and React - Flexbox

Higher Ed
In this video, we will explore the flexible box layout module, Flexbox, in CSS3. We will understand how to create flexible and responsive designs by arranging elements along a single axis or multiple axes. You will learn to leverage...
Instructional Video11:01
Curated Video

The Front-End Web Developer Bootcamp - HTML, CSS, JS, and React - Grid System

Higher Ed
In this video, we will discover the power of CSS Grid for creating responsive layouts. You will learn to create grid-based designs that adapt to different screen sizes and devices, allowing your website to be visually appealing across...
Instructional Video8:09
Curated Video

Tracing Technology: How Modern Devices Aid Police Investigations

6th - Higher Ed
Explore how mobile phones, GPS, and surveillance cameras become crucial tools in modern police work. Discover the intricate ways investigators extract vital information from everyday technology to track movements, recover deleted data,...
Instructional Video11:17
Curated Video

Project Finance and Excel - Build Financial Models from Scratch - Anatomy of a Multi-Scenario Input Sheet

Higher Ed
This video talks about the anatomy of a multi-scenario input sheet. The goal of this course is to create a finance model from absolute scratch.
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This clip is from the chapter "Laying Down the Foundations" of the series...
Instructional Video3:38
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Relational Databases - SQL

Higher Ed
This video explains SQL, a relational database where data is organized into rows and columns in a table. The entries in the table can have relationships to other tables and the developer can choose to structure ways to query or group...
Instructional Video4:56
Curated Video

Vue.js 3 and Firebase for Beginners - Completing the Admin View

Higher Ed
In this video, we will continue with the finishing touches inside of the Admin View. We will make use of Flexbox and place a new pizza on the menu component side by side on the larger view.
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This clip is from the chapter...
Instructional Video5:18
Curated Video

Vue.js 3 and Firebase for Beginners - Styling the AboutView

Higher Ed
For the finishing touches of our project, we will start with some CSS styling for the AboutView page.
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This clip is from the chapter "Finishing Touches" of the series "Vue.js 3 and Firebase for Beginners".This section is about...
Instructional Video13:24
Curated Video

Linux Crash Course for Beginners - 2023 - Filters / Text Processing Commands

Higher Ed
In this video, you will learn a few filters / text processing commands such as cut, sort, grep, awk, uniq, and wc.
Instructional Video3:15
Curated Video

Linux Crash Course for Beginners - 2023 - Course Overview

Higher Ed
In this video, we will have a look at the course syllabus.
Instructional Video5:58
Curated Video

Fundamentals of Neural Networks - Convolution in 2D and 3D

Higher Ed
This video explains Convolution in 2D and 3D.
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This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in Neural Networks".This section explains convolutional neural networks where you will...
Instructional Video5:29
Curated Video

Fundamentals of Neural Networks - Stride

Higher Ed
For a convolutional or pooling operation, the stride denotes the number of pixels by which the window moves after each operation.
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This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in...
Instructional Video7:09
Curated Video

Fundamentals of Neural Networks - Padding

Higher Ed
This video explains padding in convolutional neural networks.
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This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in Neural Networks".This section explains convolutional neural networks...