Instructional Video3:11
Curated Video

Master SQL for Data Analysis - Cross-Join

Higher Ed
In this lesson, you will learn about combining datasets and tables with very little or no common factors among them. This clip is from the chapter "SQL - Combining Data from Multiple Tables" of the series "Master SQL for Data...
Instructional Video7:11
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Making Recommendations

Higher Ed
In this lesson, you will learn to create a recommendation and use a brute-force algorithm to generate the recommendation. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An...
Instructional Video8:01
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Accuracy Versus Recommendations

Higher Ed
In this video, we will perform data visualization with the project we created and check the model’s accuracy. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An Applied...
Instructional Video10:58
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Train and Validation

Higher Ed
After entirely developing our model, you will learn to fit and evaluate the model for functionality. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An Applied Approach...
Instructional Video3:05
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Compute Loss

Higher Ed
Here, we will look at the next step of training our model: the compute loss function. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An Applied Approach Using Deep...
Instructional Video5:57
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Candidate Tower and Retrieval System

Higher Ed
In this video, you will learn how to create a candidate tower and develop a retrieval system. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An Applied Approach Using Deep...
Instructional Video8:14
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Making the Model and Query Tower

Higher Ed
In this lecture, you will learn to develop our model and create a query tower to perform retrieval tasks. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An Applied...
Instructional Video5:04
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Random Train-Test Split

Higher Ed
In this lesson, you will learn to perform the test train split, which will do the training split and then create a prediction; we will use a random dataset (80-20 ratio). This clip is from the chapter "Project Amazon Product...
Instructional Video6:06
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Rating Our Data

Higher Ed
In this video, you will learn about the next part of the project, which is rating our data. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems: An Applied Approach Using Deep...
Instructional Video6:07
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Make Tensors from DataFrame

Higher Ed
In this video, we will continue to check our dataset using a single username. We will use a part of the DataFrame to do so. This clip is from the chapter "Project Amazon Product Recommendation System" of the series "Recommender Systems:...
Instructional Video8:36
Curated Video

Recommender Systems: An Applied Approach using Deep Learning - Data Visualization with WordCloud

Higher Ed
In this video, you will learn how to load a dataset for the project being developed, using WordCloud, importing WordCloud, STOPWORDS, and ImageColorGenerator. This clip is from the chapter "Project Amazon Product Recommendation System"...
Instructional Video9:39
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Vectorize Stories

Higher Ed
In this video, we will understand how to vectorize the story by defining functions, using the data, and developing an index and tokenizer. We will also determine the maximum story length calculated. This clip is from the chapter...
Instructional Video8:24
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Chatbot Development with AWS Lex and AWS Lambda: Integration with Boto

Higher Ed
In this lesson, we will discuss deploying our chatbot using code. We will not use a built-in application such as Twilio; instead, we will use a Python library—Boto. This clip is from the chapter "Chatbots Development with Amazon Lex" of...
Instructional Video7:28
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Chatbot Development with AWS Lex and AWS Lambda: Session state Dialog Hook and Dialog Action

Higher Ed
In this lecture, we will understand what a session state is, basically the state of the conversation between the user and the Amazon Lex chatbot and dialog action, which determines the action that Amazon Lex should take to the Lambda...
Instructional Video4:30
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Predictions

Higher Ed
After checking our model for accuracy, we will make predictions of our results from the model we created. We will visualize the predictions using the test data. This clip is from the chapter "Advanced Chatbots with Deep Learning and...
Instructional Video5:43
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Answer and Response

Higher Ed
After learning to create our encoders for the input sequences and the questions, the encoders will match the data and obtain the responses. This clip is from the chapter "Advanced Chatbots with Deep Learning and Python" of the series...
Instructional Video6:52
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Encoding

Higher Ed
We will begin to develop our deep learning model and input placeholders to store the maximum story length and question length and define the vocabulary size. We will now build our encoder using the sequential model. This clip is from the...
Instructional Video5:09
Curated Video

Chatbots for Beginners: A Complete Guide to Build Chatbots - Deep Learning-Based Chatbot Architecture and Development: Separation and Sequence

Higher Ed
In this video, you will learn to make the train-test story questions and answers. We will then use a for loop to enter the story, question, and answer into the respective parts. This clip is from the chapter "Advanced Chatbots with Deep...
Instructional Video3:44
Curated Video

Data Science Prerequisites - Numpy, Matplotlib, and Pandas in Python - Solving Linear Systems

Higher Ed
In this video, we will work on solving an example problem to understand linear systems. This clip is from the chapter "NumPy" of the series "Data Science Prerequisites - NumPy, Matplotlib, and Pandas in Python".In this section of the...
Instructional Video4:33
Curated Video

The Complete Vue.js Course for Beginners - If Else Condition

Higher Ed
In this video, we will discuss the if-else condition using a code. This clip is from the chapter "Getting Started with Basic Code" of the series "The Complete Vue.js Course for Beginners".This section gets you started with the basic code...
Instructional Video7:19
Curated Video

The Ultimate Excel VBA Course - Learn and Master VBA Fast - Multidimensional Arrays

Higher Ed
This video explains multidimensional arrays, which are made by adding a comma after the first number between round brackets of your array name, then adding another number. This clip is from the chapter "Arrays" of the series "The...
Instructional Video4:56
Curated Video

The Ultimate Excel VBA Course - Learn and Master VBA Fast - Logical Operators

Higher Ed
This video explains logical operators in VBA such as AND, OR, NOT. This clip is from the chapter "VBA Conditional Statements" of the series "The Ultimate Excel VBA Course - Learn and Master VBA Fast".This section explains the various...
Instructional Video3:22
Curated Video

The Ultimate Excel VBA Course - Learn and Master VBA Fast - InStr, InStrRev, and StrReverse

Higher Ed
This video explains Instr and InstrRev, where Instr is looking from the start to the end, while InstrRev is looking from the end of the string to the beginning. The StrReverse returns a string by reversing the original string supplied....
Instructional Video6:15
Curated Video

The Ultimate Excel VBA Course - Learn and Master VBA Fast - VBA Practice Conditional Operators

Higher Ed
This video is a practice session on conditional operators where if a person scores 85 and above, we will want to grade an A along with changing the background color of the cell. This clip is from the chapter "VBA Conditional Statements"...