AWS AI Fundamentals Flashcards
Audio to Text
Transcribe
Sentiment Analysis
Comprehend
Translation
Translate
Text to Speech
Amazon Polly
Extract fields from text
Textract
Image or Video Analysis
Rekognition
Include Human Review
Amazon Augmented AI (A2I)
Monitor model performance
Sagemaker Model Monitor
Conversational text and voice (Chatbot)
Amazon Lex
Real time or streaming
Sagemaker serverless inference
Pre trained Foundation Models
Sagemaker Jumpstart
Gen AI performance assessment
ROGUE, BLEU
Gen AI Managed Service
Amazon Bedrock
Gen AI Managed Service Sandbox/Playground
Amazon PartyRock
Amazons own Gen AI Foundation Model
Amazon Titan
Recommendation System
Amazon Personalise
Code Completion
Amazon Q or Q Developer
Rcommendations for Security
Amazon Inspector
API Calls and user activity
CloudTrail
Model Data Catalog
Sagemaker Model Cards
Secure Access
IAM
Extract insight from text, moderate content and detect offensive words
Amazon Comprehend
Model Metrics, bias, toxicity
Sagemaker Clarifiy
Security and Compliance Reports
AWS Artifact
AI to discover secure and PII (Scans S3)
Amazon Macie
Test LLM
Bert Score
Virual Assistant
Amazon Q Business
Natural Language Chatbot
Amazon Lex
Low Bias, High Variance
Overfitting
Multi-turn
Instruction Based Fine tuning
Low Bias, High Variance
Overfitting
Real time Low latency Database
Amazon DocumentDB (with MongoDB compatibility)
Domain specific Labelled data
Instruction based Fine tuning
Domain specific unlabelled data
Domain Specific fine tuning or Continued Pre-training
Trusted Training Dataset
Sagemaker Ground Truth