Learn Generative AI and pass AWS AI Certification

سرفصل های دوره

Learn and effectively demonstrate overall knowledge of AI/ML, generative AI technologies

1 - Introduction

1 -Introduction

2 - AI ML Fundamentals

1 -AI Fundamentals

1 -Module 1 - AI ML Fundamentals.pdf

2 -Making a recommendation

3 -What is a Model

4 -Model - An Analogy

5 -Supervised, Unsupervised and Reinforcement

6 -Comparison

7 -Data Types

8 -Batch and Real-time Inference

9 -Deep Learning

3 - Generative AI Fundamentals

1 -Module 2 - Generative AI Fundamentals.pdf

1 -What is Generative AI

2 -Foundation Models

3 -Large Language Model (LLM)

4 -Transformer Models

5 -Text Generation

4 - Generative AI at AWS

1 -Gen AI at AWS

1 -Module 3 - Generative AI at AWS.pdf

2 -Amazon Bedrock

3 -Amazon Bedrock - Demo

4 -Amazon Bedrock - Terminologies

5 -Customization

6 -Prompt Engineering

7 -Retrieval Augmented Generation (RAG)

8 -Knowledge Bases

9 -Amazon Bedrock Agents - Part 1

10 -Amazon Bedrock Agents - Part 2

11 -Pricing

12 -Integration with other services

13 -Guardrails

14 -Randomness and diversity

5 - Finetuning your model

1 -Fine Tuning

1 -Module 4 - Finetuning your model.pdf

2 -Fine-tuning vs. Continued Pre-training

3 -Custom Model in Amazon Bedrock

6 - Build your own model

1 -Module 5 - Build your own model.pdf

1 -Why build your own model

2 -Analogy - Beer or Wine Prediction Model

3 -Roles in ML Team

4 -MLOps

5 -Amazon SageMaker

6 -Components and Features

7 -Prepare your data

8 -Build your model

9 -Train your model

10 -Deploy your model

11 -Amazon SageMaker Endpoints

12 -End-to-End-Demo-Part 1

13 -End-to-End-Demo-Part 2

7 - Monitoring your model

1 -Module 6 - Monitor your model.pdf

1 -Monitoring Business Metrics

2 -Monitoring Technical Metrics

8 - Responsible AI

1 -Module 7 - Responsible AI.pdf

1 -Responsible AI

2 -Tackle AI Challenges

9 - AWS AI ML Services

1 -AWS AI ML Stack

1 -Module 8 - ML services in AWS.pdf

2 -Amazon Augmented AI

3 -Amazon Comprehend

4 -Amazon Fraud Detector

5 -Amazon Kendra

6 -Amazon Lex

7 -Amazon Personalize

8 -Amazon Polly

9 -Amazon Q Business and Developer

10 -Amazon Rekognition

11 -Amazon Textract

12 -Amazon Transcribe

13 -Amazon Translate

14 -Other AWS Services

10 - Getting ready for exam

1 -Getting ready for exam

1 -Module 9 - Get Ready for Exam.pdf

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تولید کننده: Udemy