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AWS Certified AI Practitioner AIF-C01 [Beginner to Advanced]

سرفصل های دوره

Pass the AWS AI Practitioner Exam | Quizzes | Practice Test | HandsOn | GenAI | Amazon Bedrock | Amazon Q | AI-ML Basics


1. Introduction
  • 1. Course Outline
  • 2.1 AWS Certified AI Practitioner AIF-C01 v1.0 06 Aug2024.pdf
  • 2. Tips to Optimize Learning & Download Course Content Slides

  • 2. Fundamentals Concepts of Artificial Intelligence and Machine Learning
  • 1. Section Overview - Fundamentals of AI-ML
  • 2. Artificial Intelligence - Overview
  • 3. Machine Learning - Overview and Use Cases
  • 4. Deep Learning and Neural Networks
  • 5. Overview of Artificial Intelligence Landscape - Mental Map
  • 6. Computer Vision and Convolutional Neural Network
  • 7. Computer Vision - Capabilities and Use Cases
  • 8. AWS AI Service (Computer Vision) - Amazon Rekognition (HandsOn)
  • 9. Natural Language Processing - Overview and Use Cases
  • 10. AWS AI Service (Natural Language Processing) - Amazon Lex (HandsOn)
  • 11. Knowledge Check - 1.html

  • 3. Fundamentals of Generative AI
  • 1. Section Overview
  • 2. What is Generative AI
  • 3. How Generative AI works 1 - Prompt, Completion and Infererences
  • 4. How Generative AI works 2 - Tokens, Parameters, Temperature, Open Source Models
  • 5. Generative AI Use Cases
  • 6. Foundation Model Types - LLMs, Multimodal, Diffusion Models
  • 7. Foundation Model - Inference Parameters
  • 8. Vectors, Embeddings and Vector DB
  • 9. Vectors, Embeddings and Vector DB (HandsOn)
  • 10. Retrieval Augumented Generation (RAG) - Overview
  • 11. Retrieval Augumented Generation (HandsOn)
  • 12. Knowledge Check - 2.html

  • 4. AWS Generative AI Services
  • 1. AWS Generative AI Services
  • 2. AWS GenAI Service - Amazon Q Business
  • 3. AWS GenAI Service - Amazon Q Business(HandsOn)
  • 4. AWS GenAI Service - Amazon Q Developer
  • 5. AWS GenAI Service - Amazon Q Developer (HandsOn)
  • 6. AWS GenAI Service - Amazon Bedrock Overview
  • 7. AWS GenAI Service - Amazon Bedrock (HandsOn)
  • 8. AWS GenAI Service - PartyRock (HandsOn)
  • 9. AWS GenAI Service - Sagemaker Jumpstart
  • 10. AWS GenAI Service - Tranium and Inferentia
  • 11. AWS GenAI Service - Tranium and Inferentia (HandsOn)
  • 12. Knowledge Check -3.html

  • 5. Application of Generative AI
  • 1. Section Overview
  • 2. Advanced Concepts - Bedrock Knowledge Bases
  • 3. Advanced Concepts - Bedrock Knowledge Bases (HandsOn)
  • 4. Advanced Concepts - Bedrock Agents (HandsOn)
  • 5. Advanced Concepts - Bedrock Agents - Architecture
  • 6. Advanced Concepts - Bedrock Guardrails
  • 7. Knowledge Check - 3.html

  • 6. GenAI Lifecycle - Prompt Engineering, Foundation Model Selection, Fine Tuning
  • 1. Generative AI Lifecycle
  • 2. Phase 1 - Use Case Selection
  • 3. Phase 2 - Foundation Model Selection
  • 4. Phase 2 - Foundation Model Evaluation Criteria - HandsOn
  • 5. Phase 3 - Prompt Engineering - Part 1
  • 6. Phase 3 - Prompt Engineering - Part 2
  • 7. Phase 3 - Model Fine Tuning
  • 8. Phase 3 - Model Fine Tuning HandsOn

  • 7. Responsible AI and Security
  • 1. What is Responsible AI & Guiding principles
  • 2. Bedrock Foundation Model Evaluator
  • 3. Bedrock Guardrails
  • 4. Amazon Sagemaker Clarify
  • 5. Amazon Model Monitor

  • 8. AWS AI-ML Services
  • 1. Section Overview - AWS AI-ML Services
  • 2. AWS AI Service - Amazon Polly
  • 3. AWS AI Service - Amazon Translate
  • 4. AWS AI Service - Amazon Transcribe
  • 5. AWS AI Service - Amazon Comprehend
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    تاریخ انتشار: 2 آبان 1403
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