Instructional Video4:37
Curated Video

Machine Learning: Random Forest with Python from Scratch - Feature Importance

Higher Ed
After understanding features in a previous lesson, we will look at finding the most critical features' probability.
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This clip is from the chapter "Random Forest Step-by-Step" of the series "Machine Learning: Random Forest...
Instructional Video6:47
Curated Video

Machine Learning: Random Forest with Python from Scratch - Pros and Cons of Random Forest

Higher Ed
In this video, we will look at the benefits and limitations of Random Forest and the complexities involved in decision-making using Random Forest.
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This clip is from the chapter "Random Forest Step-by-Step" of the series...
Instructional Video5:49
Curated Video

Machine Learning: Random Forest with Python from Scratch - Recap, Flow of Machine Learning Project

Higher Ed
This video is a quick recap of what we have learned thus far, and we will also be working on a project called the Flow of Machine Learning.
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This clip is from the chapter "Introduction to Machine Learning" of the series...
Instructional Video6:14
Curated Video

Machine Learning: Random Forest with Python from Scratch - Classification versus Regression

Higher Ed
Let's learn about the three modes of machine learning: classification, regression, and clustering.
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This clip is from the chapter "Introduction to Machine Learning" of the series "Machine Learning: Random Forest with Python...
Instructional Video5:29
Curated Video

Machine Learning: Random Forest with Python from Scratch - Accuracy and Error-1

Higher Ed
This lecture explains accuracy and error in data when the predicted outcome is close to the expected result and when it is not defined as an error.
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This clip is from the chapter "Introduction to Machine Learning" of the...
Instructional Video7:35
Curated Video

Machine Learning: Random Forest with Python from Scratch - Overfitting and Underfitting

Higher Ed
In this video, you will learn about overfitting, a modeling error when a model performs well in training but not in testing, and underfitting, where the model neither performs well during training nor during testing.
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This...
Instructional Video6:22
Curated Video

ASP.NET Core MVC - Cross-Platform Development - Scaffolding Views and Controllers - Part 2

Higher Ed
This video further explains how to scaffold the lecturerController and other views.
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This clip is from the chapter "Adding a Database" of the series "ASP.NET Core MVC - Cross-Platform Development".This section explains how to...
Instructional Video12:26
Curated Video

ASP.NET Core MVC - Cross-Platform Development - Scaffolding Views and Controllers - Part 1

Higher Ed
This video explains how to scaffold the controller MVC.<br<br/>/>

This clip is from the chapter "Adding a Database" of the series "ASP.NET Core MVC - Cross-Platform Development".This section explains how to create and add a database.
Instructional Video19:34
Curated Video

ASP.NET Core MVC - Cross-Platform Development - Scaffold Database with Entity Framework Core

Higher Ed
This video explains the Scaffold database with Entity framework core.
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This clip is from the chapter "Adding a Database" of the series "ASP.NET Core MVC - Cross-Platform Development".This section explains how to create and add...
Instructional Video5:46
Curated Video

Modern JavaScript from the Beginning - Second Edition - Mongoose Schema and Model

Higher Ed
In this video, we will define a Mongoose schema for our ideas collection, which will specify the fields and their data types. We will also create a Mongoose model based on the schema, which will allow us to perform database...
Instructional Video8:59
Curated Video

Modern JavaScript from the Beginning - Second Edition - Mongoose Connect and Dotenv

Higher Ed
In this video, we will use the Mongoose library to connect to our MongoDB database. We will also use the dotenv library to manage our environment variables, such as the database connection string.
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This clip is from the...
Instructional Video3:37
Curated Video

Modern JavaScript from the Beginning - Second Edition - Section Introduction-2

Higher Ed
In this section, we will work on a bonus project called RandomIdeas, which will involve building a RESTful API using Node.js, Express, and MongoDB. The project will allow users to create and store random ideas, as well as update and...
Instructional Video9:18
Curated Video

Type-Safe Interfaces with Modern C++ - What Is an Optional?

Higher Ed
Learn about the concept of "optional value" and why it is useful
Instructional Video8:35
Curated Video

The 3D Revolution: Transforming Dental Care and Prosthetics

6th - Higher Ed
Step into the future of medical technology with 3D advancements that are revolutionizing dental care and prosthetics. Learn how 3D imaging and printing are simplifying traditional dental procedures, like impressions, making them...
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 Video2:05
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - DevOps Maturity Model

Higher Ed
While there are many versions of the DevOps Maturity Model, it is meant to be a model that describes a company's journey along the path of building a DevOps culture. Most models provide a step/progression layout to help identify where...
Instructional Video12:57
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Model Deployment Flow Using Python SDK

Higher Ed
In this lab video, you will learn how to deploy a custom-trained model using the Vertex AI Python SDK.
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This clip is from the chapter "Vertex AI - Machine Learning Framework" of the series "Data Science Model Deployments and...
Instructional Video13:17
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Custom Model Training Using Web Console

Higher Ed
In this lab video, you will learn how to use the Vertex AI web console to create a custom machine learning model by training it with your own dataset.
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This clip is from the chapter "Vertex AI - Machine Learning Framework" of...
Instructional Video12:28
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Final Solution Deployment Using Workflow and App Engine

Higher Ed
In this lab, we will deploy the final solution for fraud detection using Workflow and App Engine. By the end of this lab, you will have a better understanding of how to use Workflow and App Engine to deploy machine learning solutions...
Instructional Video10:26
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Deploy Training Code to App Engine

Higher Ed
This is a lab video on deploying training code to App Engine.
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This clip is from the chapter "Data Science Models with Google App Engine" of the series "Data Science Model Deployments and Cloud Computing on GCP".This section...
Instructional Video5:34
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Reusing Configuration Files for Pipeline Execution and Training

Higher Ed
In this lab video, you will be reusing configuration files for pipeline execution and training.
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This clip is from the chapter "Vertex AI - Machine Learning Framework" of the series "Data Science Model Deployments and Cloud...
Instructional Video6:13
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Add Model Evaluation Step in Kubeflow before Deployment

Higher Ed
In this lab video, you will be adding the model evaluation step in Kubeflow before deployment.
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This clip is from the chapter "Vertex AI - Machine Learning Framework" of the series "Data Science Model Deployments and Cloud...
Instructional Video2:27
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Final Pipeline Visualization Using Vertex UI and Walkthrough

Higher Ed
In this lab video, you will learn how to visualize the pipeline built using Kubeflow pipelines in Vertex AI. The lab will guide you through the process of building a pipeline, deploying it to Vertex AI, and visualizing the pipeline...
Instructional Video8:54
Curated Video

Data Science Model Deployments and Cloud Computing on GCP - Lab - Code Walkthrough Using Kubeflow and Python

Higher Ed
This is a lab video that will help you with a code walkthrough using Kubeflow and Python.
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This clip is from the chapter "Vertex AI - Machine Learning Framework" of the series "Data Science Model Deployments and Cloud...