Instructional Video9:47
Curated Video

Fundamentals of Neural Networks - Cross-Entropy Loss Function

Higher Ed
This video explains the cross-entropy function, which is designed under the assumption that the variable you are trying to predict is binary. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in...
Instructional Video8:51
Curated Video

Exploring Human Hearing: From Basic Mechanics to Complex Perceptions

6th - Higher Ed
Dive into the intricacies of how we hear, from the journey of sound waves through the ear to the brain's ability to isolate and enhance conversations in noisy environments. Witness the fascinating tests conducted on diverse age groups to...
Instructional Video15:07
Curated Video

Deep Learning - Crash Course 2023 - Regression Problem

Higher Ed
In this video, you will learn how to solve a regression problem using the Boston housing dataset. This clip is from the chapter "Applying Deep Learning" of the series "Deep Learning - Crash Course 2023".In this section, you will learn...
Instructional Video4:00
Curated Video

Deep Learning - Crash Course 2023 - Keras Basics

Higher Ed
In this video, we will revisit the code and understand some Keras basics. Additionally, you will find a deep learning neural networks assignment in the code bundle. This clip is from the chapter "Applying Deep Learning" of the series...
Instructional Video4:19
Curated Video

Deep Learning - Crash Course 2023 - Training Evaluation

Higher Ed
In this video, we will evaluate the performance of the trained neural network using various performance metrics and techniques. This clip is from the chapter "Deep Learning with TensorFlow 2.x" of the series "Deep Learning - Crash Course...
Instructional Video6:36
Curated Video

Deep Learning - Crash Course 2023 - Training the Neural Network

Higher Ed
In this video, you will learn about training the neural network by selecting the right hyperparameters, choosing the right optimization algorithm, and evaluating the performance of the model. This clip is from the chapter "Deep Learning...
Instructional Video16:04
Curated Video

Deep Learning - Crash Course 2023 - Building a Neural Network with TensorFlow

Higher Ed
In this video, we will start building a neural network with TensorFlow by defining the layers, activation functions, and optimization techniques. This clip is from the chapter "Deep Learning with TensorFlow 2.x" of the series "Deep...
Instructional Video3:57
Curated Video

Deep Learning - Crash Course 2023 - Confirming Universal Approximation Theorem Works

Higher Ed
In this video, we will confirm the effectiveness of the Universal Approximation Theorem by implementing it on a practical problem. This clip is from the chapter "Universal Approximation Theorem" of the series "Deep Learning - Crash...
Instructional Video8:25
Curated Video

Deep Learning - Crash Course 2023 - Class Sigmoid

Higher Ed
In this video, we will dive into the implementation of a class for the Sigmoid activation function. You will also get an assignment to further solidify your understanding of Sigmoid. This clip is from the chapter "Sigmoid Neuron...
Instructional Video15:13
Curated Video

Deep Learning - Crash Course 2023 - Program in Python

Higher Ed
In this video, we will build a program in Python to implement Sigmoid Neuron. This clip is from the chapter "Sigmoid Neuron" of the series "Deep Learning - Crash Course 2023".In this section, we will begin our journey with Sigmoid Neuron.
Instructional Video2:57
Curated Video

Deep Learning - Crash Course 2023 - Program Overview

Higher Ed
In this video, we will discuss our program goal that we will be building in the next video. This clip is from the chapter "Sigmoid Neuron" of the series "Deep Learning - Crash Course 2023".In this section, we will begin our journey with...
Instructional Video5:51
Curated Video

Deep Learning - Crash Course 2023 - Gradient Descent

Higher Ed
In this video, you will learn about gradient descent. This clip is from the chapter "Sigmoid Neuron" of the series "Deep Learning - Crash Course 2023".In this section, we will begin our journey with Sigmoid Neuron.
Instructional Video7:11
Curated Video

Deep Learning - Crash Course 2023 - Loss Function and Parameter Update

Higher Ed
In this video, you will learn about the loss function and parameter update. This clip is from the chapter "Perceptron" of the series "Deep Learning - Crash Course 2023".In this section, you will learn about Perceptron.
Instructional Video4:35
Curated Video

Deep Learning - Crash Course 2023 - Loss Functions

Higher Ed
In this video, you will learn about loss functions. This clip is from the chapter "Getting the Basics Right" of the series "Deep Learning - Crash Course 2023".In this section, you will learn some basic terms used in deep learning.
Instructional Video5:27
Curated Video

Deep Learning - Crash Course 2023 - Sigmoid Neuron Introduction

Higher Ed
In this video, we will be introduced to Sigmoid Neuron. This clip is from the chapter "Sigmoid Neuron" of the series "Deep Learning - Crash Course 2023".In this section, we will begin our journey with Sigmoid Neuron.
Instructional Video3:44
Curated Video

Deep Learning - Crash Course 2023 - Perceptron Limitations

Higher Ed
In this video, we will have a quick recap of Perceptron limitations and learn how Sigmoid Neuron is useful. This clip is from the chapter "Sigmoid Neuron" of the series "Deep Learning - Crash Course 2023".In this section, we will begin...
Instructional Video1:45
Curated Video

Deep Learning - Crash Course 2023 - Perceptron

Higher Ed
In this video, we will get introduced to the Perceptron model. This clip is from the chapter "Perceptron" of the series "Deep Learning - Crash Course 2023".In this section, you will learn about Perceptron.
Instructional Video1:40
Curated Video

Deep Learning - Crash Course 2023 - Loss and Finding Parameters

Higher Ed
In this video, you will learn about loss and finding parameters. This clip is from the chapter "MP Neuron Model" of the series "Deep Learning - Crash Course 2023".In this section, you will learn how to build neural networks using the MP...
Instructional Video4:11
Curated Video

Deep Learning - Crash Course 2023 - Learning Algorithms and Model Performance

Higher Ed
In this video, you will learn two more terms related to deep learning called learning algorithms and model performance. This clip is from the chapter "Getting the Basics Right" of the series "Deep Learning - Crash Course 2023".In this...
Instructional Video15:01
Curated Video

Fundamentals of Secure Software - Risk Rating Demo

Higher Ed
This video helps in performing a risk rating.
Instructional Video4:36
Curated Video

Fundamentals of Secure Software - Manual Threat Model demo

Higher Ed
This is a demo video of performing a manual threat model.
Instructional Video9:42
Curated Video

Fundamentals of Secure Software - Risk Rating Introduction

Higher Ed
This video provides an introduction to risk rating and what it is used for.
Instructional Video9:59
Instructional Video4:28
Healthcare Triage

The Drug Shortage Putting Newborns at Risk

Higher Ed
For some women, a simple shot during pregnancy and then right after labor can prevent a huge amount of suffering for both parents and future children. So what happens when there’s a shortage that prevents that shot from happening?