Published 4/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English | Size: 1.25 GB | Duration: 4h 24m
Learn AI Ecosystem (AI, ML, DL, GenAI) with lectures, quizzes, various hands-on demos and exercises
What you'll 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
Requirements
Basic Unix/Linux Knowledge
AWS Free Tier Account
Good to have Python Basic Knowledge (Not Mandatory)
No prior experience is required
Description
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:LecturesDemosQuizzesAssignmentsCourse Contents:Introduction to AI EcosystemGetting Started with Artificial Intelligence (AI)AI Evolution, Business Benefits, Real World Use CasesAmazon Rekognition Service with Hands-on Demo for Label Detection, Facial Analysis and Capstone ProjectUnderstanding Machine Learning (ML) and Real World Use CasesData Preprocessing Techniques, Model Evaluation and ValidationAmazon Forecast Service with Hands-on Demo for Time Series ForecastingGetting Started with Deep Learning (DL) and Artificial Neural Networks (ANN)Amazon Comprehend Service with Hands-on Demo for Sentiment AnalysisGetting started with GenAICore GenAI Algorithms and WorkflowGenAI Application Fields, Future Trends and ToolSetAmazon Bedrock Service with Hands-on Demo for Text Generation, Image Generation and Chatbot)Understanding Prompt EngineeringPrompt Engineering using ChatGPTPotential Risks of AIAI Ethical ConsiderationsBest Practices of AIEnd to End Capstone Project for AI EcosystemAll sections in this course are demonstrated Live, to guide and direct to create your own local environment, perform all exercises and learn by doing!!!
TO MAC USERS: If RAR password doesn't work, use this archive program:
RAR Expander 0.8.5 Beta 4 and extract password protected files without error.
TO WIN USERS: If RAR password doesn't work, use this archive program:
Latest Winrar and extract password protected files without error.