Machine Learning with AWS Training
Machine Learning and Artificial Intelligence is considered a game changer. It is the biggest shift of the decade in Machine Learning. The goal of this AWS machine learning course is to guide you through the emerging world of patterns, techniques, and practises, helping you to understand proven solutions to common problems. In this course, you will learn about the various artificial intelligence and machine learning services available on AWS. Through practical hands-on exercises, you’ll learn how to use these services to generate impressive results. By the end of this course, you will have a basic understanding of how to use a wide range of AWS services in your own projects.
- Understand AWS and its role in Machine Learning
- Create a Chatbot with Natural Language
- Use Speech with a Chatbot
- Understand common themes in topic modelling
- Lesson 1: Introduction to Amazon Web Services
- The basics of working on AWS using S3.
- Importing and exporting data.
- Using the AWS console and identifying the services available for Machine Learning.
- Create a S3 bucket and import text data into it.
- Lesson 2: Summarise Text Documents using NLP
- Use Amazon Comprehend to detect the language which a document is written in.
- Extract information such as entities (persons or places), key phrases (noun phrases indicative of the content), and emotional sentiment from a set of documents.
- Sample project: Set up a Lambda function to process and analyse the imported text using Comprehend.
- Lesson 3: Perform Topic Modelling and Theme Extraction
- Understand what business use cases to apply the machine learning algorithm (Latent Dirichlet Allocation (LDA)) that is used for topic modelling.
- Extract and analyse common themes through topic modelling with Amazon Comprehend.
- Sample project: Perform topic modelling on a set of documents and analyse the results.
- Lesson 4: Creating Chatbot with Natural Language
- Explore the basics of chatbots and chatbot design.
- Set up with the Amazon Lex service and create a sample chatbot to order flowers.
- Create a custom chatbot which will look up market prices for a given stock.
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