[AWS Certified Machine Learning Specialty - 2024] 시험 준비를 시작하며

시험 범위

 

Data Engineering (20%)

Storage

• S3 Data Lakes
• DynamoDB

Transform

• Glue
• Glue ETL

Streaming

• Kinesis
• Kinesis Video Streams

Workflows

• Data Pipelines
• AWS Batch
• Step Function

 

Exploratory Data Analysis (24%)

 

Data Science

• Scikit-learn
• Data Distribution 
• Trends and Seasonality

Analysis Tools

• Athena
• Quicksight
• EMR
• Apache Spark

Feature Engineering

• Imputation methods
• Outliers
• Binning
• Log Transforms
• One-hot encoding
• Scaling and Normalization 

 

Modeling (36%)

Deep Learning

• Deep Learning crash course (MLP’s, CNN’s, RNN’s)
• Tuning neural networks and regularization techniques

SageMaker

• Architecture
• Built-in algorithms
• Automatic Model tuning 
• SageMaker / Spark integration

High-level AI Services 

• Comprehend
• Translate
• Polly
• Transcribe
• Lex
• Rekognition
• Personalize / Forecast / Extract
• DeepLens

Evaluating and tuning

• Confusion Matrix
• RMSE
• Precision and Recall
• F1 Score
• ROC / AUC

 

Machine Learning Implementation and Operations (20%) 

 

SageMaker Operations

• Using containers
• Security with SageMaker
• Choosing instance types
• A/B Testing
• Tensorflow integration
• SageMaker Neo and GreenGrass
• SageMaker Pipes
• Elastic Inference
• Inference Pipelines

 

 

2024.08.08 - [AI/자격증] - [AWS Certified Machine Learning Specialty - 2024] 시험 준비에 도움이 되는 사이트들

[AWS Certified Machine Learning Specialty - 2024] 시험 준비에 도움이 되는 사이트들