Instructional Video21:13
Curated Video

Fundamentals of Neural Networks - Lab 2 - Introduction to CNN

Higher Ed
This video demonstrates the architecture and how to carry out the code using TensorFlow in collab and building a convolutional neural network. This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in...
Instructional Video10:25
Curated Video

Fundamentals of Neural Networks - Lab 4 - Functional API

Higher Ed
This video demonstrates functional API versus sequential API. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This section explains artificial neural networks where you will...
Instructional Video18:26
Curated Video

Fundamentals of Neural Networks - Lab 3 - Introduction to Neural Network

Higher Ed
This video demonstrates how to use Keras TensorFlow as API to essentially design and craft the neural network architecture. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This...
Instructional Video9:32
Curated Video

Fundamentals of Neural Networks - Backward Propagation Through Time

Higher Ed
Backpropagation through time (BPTT) is a gradient-based technique for training certain types of recurrent neural networks. It can be used to train Elman networks. The algorithm was independently derived by numerous researchers. This clip...
Instructional Video11:23
Curated Video

Fundamentals of Neural Networks - Forward Propagation in RNN

Higher Ed
The forward propagation in an RNN makes a few assumptions: 1) We assume the hyperbolic tangent activation function for the hidden layer. 2) We assume that the output is discrete as if the RNN is used to predict words or characters. This...
Instructional Video10:33
Curated Video

Fundamentals of Neural Networks - Language Processing

Higher Ed
NLP is a tool for structuring data in a way that AI systems can process that deals with language. NLP uses AI to 'read' through a document and extract key information. This clip is from the chapter "Recurrent Neural Networks" of the...
Instructional Video7:09
Curated Video

Fundamentals of Neural Networks - Padding

Higher Ed
This video explains padding in convolutional neural networks. This clip is from the chapter "Convolutional Neural Networks" of the series "Fundamentals in Neural Networks".This section explains convolutional neural networks where you...
Instructional Video12:45
Curated Video

Fundamentals of Neural Networks - Gradient Descent

Higher Ed
This video explains the optimization problem using the gradient descent algorithm. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This section explains artificial neural...
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 Video11:33
Curated Video

Fundamentals of Neural Networks - Activation Function

Higher Ed
This video explains the role of the activation function, which is an interesting phenomenon in the design of neural networks. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This...
Instructional Video6:26
Curated Video

Fundamentals of Neural Networks - Forward Propagation

Higher Ed
This video explains forward propagation and will dive deeper into the architecture of neural networks. This clip is from the chapter "Artificial Neural Networks" of the series "Fundamentals in Neural Networks".This section explains...
Instructional Video1:47
Curated Video

Fundamentals of Neural Networks - Welcome Message

Higher Ed
This video explains the need for taking up the course and introduces you to the author. This clip is from the chapter "Welcome" of the series "Fundamentals in Neural Networks".This section introduces you to the course and the course...
Instructional Video13:56
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Sales Dashboard

Higher Ed
You will learn how to create a sales dashboard from the sales dataset of an automotive company.
Instructional Video9:21
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Geospatial Dashboard

Higher Ed
In this video, you will learn how to create a geospatial dashboard containing a dataset containing a digitized paper location from World War II.
Instructional Video13:37
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Advanced Tableau Charts Part 2

Higher Ed
This is a continuation of the previous chapter regarding advanced tableau charts, including horizontal and stacked bars, side-by-side bars, line and dual-line charts, and area charts. We will look at a Sankey diagram in detail.
Instructional Video15:03
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Animating Your Visualization

Higher Ed
In this video, you will learn about animating visualizations. You will learn to use the pre-attentive attribute of motion to make users understand the date of an underlying visualization.
Instructional Video9:46
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Geospatial Charts Part 2

Higher Ed
Continuing on the examples of geospatial charts, we will use the places of worship in the US Excel sheet and create a map chart in layers.
Instructional Video8:49
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Geospatial Charts Part 1

Higher Ed
After learning about spatial functions, we will try to apply the geospatial functions learned from the previous lesson. We will use the San Francisco Flight Excel file.
Instructional Video16:18
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Spatial Functions

Higher Ed
This video will explain spatial functions and how we can perform spatial analysis. We will also combine spatial files in other formats and read spatial files such as Shapefiles, MapInfo, TopoJSON, and so on.
Instructional Video14:58
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Level of Detail Expressions

Higher Ed
In this video, we will look at the level of detail expression, which alters how specific or broad a visualization can be, the levels of granularity that it controls, and apply aggregations to the current visualization.
Instructional Video15:40
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Numeric Expressions and Automatic Calculations

Higher Ed
You will learn about numeric and automatic expressions that we currently have in our datasets. You will learn to use calculated fields to create new calculations and functions.
Instructional Video14:27
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Using Expressions in Tableau

Higher Ed
In this lesson, you will learn to use expressions and aggregation in Tableau, forming individual data into a cluster group on specific measurements.
Instructional Video15:04
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Spatial Charts

Higher Ed
In this video, we will understand spatial data, which provides us with a better understanding of populations, communities, or anything with geographical information and how it is affected by a variable.
Instructional Video15:37
Curated Video

Ultimate Tableau Desktop Course - Beginner to Advanced Bundle - Scatter Plot and Correlation Matrix

Higher Ed
Here, we will understand correlation, the statistical method of finding relationships between two or more variables, and create a scatter plot.