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AI Ecosystem for the Absolute Beginners - Hands-On
Learn AI Ecosystem (AI, ML, DL, GenAI) with lectures, quizzes, various hands-on demos and exercises
This Course Includes
udemy
4.9 (16 reviews )
4.5 total hours 
english
Online - Self Paced
course
Udemy
About AI Ecosystem for the Absolute Beginners - Hands-On
What's Covered in this Course?
The "AI Ecosystem for Absolute Beginners" course is designed to accommodate learners of all levels, from beginners to experienced professionals looking to explore the world of Artificial Intelligence. Acting as a foundational pillar, this course facilitates your journey into the AI ecosystem. Starting with the basics of AI, the course guides you through the lifecycle of AI applications and essential concepts. It also covers the basics of Machine Learning, Deep Learning, and Generative AI, supported by practical hands-on demos using AWS services such as Rekognition, Forecast, Comprehend, and Bedrock. Additionally, it also explores prompt engineering, featuring a comprehensive hands-on demonstration with ChatGPT, concluding with a capstone project focused on Generative AI.
Whether you're new to AI or aiming to deepen your understanding, this course is tailored to meet your needs.
What is Artificial Intelligence (AI)?
Artificial Intelligence (AI) is a revolutionary technology that enables machines to mimic human-like behavior. In today's world, AI powers virtual assistants, autonomous vehicles, and personalised recommendations, transforming industries from healthcare to finance. By analysing large datasets and identifying patterns, AI algorithms continuously improve their performance, driving innovation and reshaping the way we work and live.
Course Structure:
Lectures
Demos
Quizzes
Assignments
Course Contents:
Introduction to AI Ecosystem
Getting Started with Artificial Intelligence (AI)
AI Evolution, Business Benefits, Real World Use Cases
Amazon Rekognition Service with Hands-on Demo for Label Detection, Facial Analysis and Capstone Project
Understanding Machine Learning (ML) and Real World Use Cases
Data Preprocessing Techniques, Model Evaluation and Validation
Amazon Forecast Service with Hands-on Demo for Time Series Forecasting
Getting Started with Deep Learning (DL) and Artificial Neural Networks (ANN)
Amazon Comprehend Service with Hands-on Demo for Sentiment Analysis
Getting started with GenAI
Core GenAI Algorithms and Workflow
GenAI Application Fields, Future Trends and ToolSet
Amazon Bedrock Service with Hands-on Demo for Text Generation, Image Generation and Chatbot)
Understanding Prompt Engineering
Prompt Engineering using ChatGPT
Potential Risks of AI
AI Ethical Considerations
Best Practices of AI
End to End Capstone Project for AI Ecosystem
Course Update History:
May 30, 2024 - Added Capstone Project with Amazon Bedrock and Custom UI
November 16, 2024 - Added Capstone Project for Model Training
All sections in this course are demonstrated Live, to guide and direct to create your own local environment, perform all exercises and learn by doing!!!
What You Will Learn?
- Introduction to AI Ecosystem - AI, ML, DL, GenAI, Prompt Engineering.
- AI Lifecycle and Business benefits.
- AI hands-on using Amazon Rekognition Service.
- Understanding ML and Learning types.
- ML hands-on with Amazon Forecast Service.
- Deep Learning and Neural Networks Fundamentals.
- DL hands-on with Amazon Comprehend Service.
- Deep dive into Generative AI, its algorithms and future prospects.
- GenAI hands-on using Amazon Bedrock Service.
- Prompt Engineering and best practices.
- ChatGPT hands-on.
- Responsible AI.
- Capstone project using AWS Bedrock.