Video description
Explore the power of cloud services for your machine learning and artificial intelligence projects
About This Video
- Explore popular AI and ML services with their underlying algorithms
- Use the AWS environment to manage your AI workflow
- Reinforce key concepts with hands-on demos using real-world datasets
In Detail
Machine Learning with AWS is the right place to start if you are a beginner interested in learning useful artificial intelligence (AI) and machine learning skills using Amazon Web Services (AWS), the most popular and powerful cloud platform. You will learn how to use AWS to transform your projects into apps that work at high speed and are highly scalable. From natural language processing (NLP) applications, such as language translation and understanding news articles and other text sources, to creating chatbots with both voice and text interfaces, you will learn all that there is to know about using AWS to your advantage. You will also understand how to process huge numbers of images fast and create machine learning models.
By the end of this course, you will have developed the skills you need to efficiently use AWS in your machine learning and artificial intelligence projects.
Audience
Machine Learning with AWS is ideal for data scientists, programmers, and machine learning enthusiasts, who want to learn about the artificial intelligence and machine learning capabilities of the Amazon Web Services.
Table of Contents
Chapter 1 :
Course Overview
Lesson Introduction
Amazon Web Services
Amazon S3
Core S3 Concepts
AWS Command Line Interface (CLI)
Summary
Chapter 2 : Section2: Summarizing Text Documents Using NLP
Lesson Introduction
Using Amazon Comprehend
Amazon Comprehend Supported Languages
Extracting Information in a Set of Documents
Detecting Key Phrases and Sentiments
What is Lambda Function?
Setting up Lambda Function
Summary
Chapter 3 : Section3: Perform Topic Modelling and Theme Extraction
Lesson Introduction
Extracting and Analyzing Common Themes
Topic Modeling with Latent Dirichlet Allocation (LDA)
Topic Modeling Guidelines
Summary
Chapter 4 : Section4: Creating Chatbot with Natural Language
Lesson Introduction
What is a Chatbot?
Creating a Chatbot with Natural Language
Lambda Function
Summary
Chapter 5 : Section5: Using Speech with the Chatbot
Lesson Introduction
Amazon Connect Basics
Using Amazon Lex Chatbots with Amazon Connect
Contact Flow Templates
Summary
Chapter 6 : Section6: Analyzing Images with Computer Vision
Lesson Introduction
Amazon Rekognition Basics
Rekognition and Deep Learning
Facial Analysis and Celebrity Recognition
Face Comparison and Text in Images
Summary