A company needs to use Amazon SageMaker for model training and inference. The company must comply with regulatory requirements to run SageMaker jobs in an isolated environment without internet access.
Which solution will meet these requirements?
A.
Run SageMaker training and inference by using SageMaker Experiments.
B.
Run SageMaker training and Inference by using network Isolation.
C.
Encrypt the data at rest by using encryption for SageMaker geospatial capabilities.
D.
Associate appropriate AWS Identity and Access Management (IAM) roles with the SageMaker jobs.
A resposta correta é:
B. Execute o treinamento e a inferência do SageMaker usando o isolamento de rede. ✅
Explicação:
Para atender a requisitos regulatórios de ambientes isolados e sem acesso à Internet, o Amazon SageMaker permite executar treinamento e inferência dentro de uma Amazon VPC (Virtual Private Cloud). Esse recurso é conhecido como isolamento de rede e garante que:
Os jobs de ML não tenham acesso público à Internet;
A comunicação ocorre apenas por meio de recursos definidos na VPC (como S3 endpoints privados, bancos de dados internos, etc.);
A segurança e conformidade com padrões regulatórios (como LGPD, HIPAA, PCI-DSS) sejam mantidas.
Explicação:
O isolamento de rede no Amazon SageMaker permite que você execute treinamento e inferência sem acesso à Internet, cumprindo requisitos regulatórios de segurança e conformidade, como exigências de ambientes restritos (por exemplo, setor financeiro, saúde, etc.).
Isso é feito executando seus jobs dentro de uma VPC privada, o que garante que as instâncias não tenham conectividade pública, atendendo à exigência de ambiente isolado.
Network isolation allows Amazon SageMaker jobs (including training and inference) to run in a private, isolated environment without internet access, which is often required for compliance with regulatory requirements. This ensures that the SageMaker jobs do not have access to external networks, enhancing data security and privacy.
B: Run SageMaker training and inference by using network isolation.
Explanation:
Network isolation in Amazon SageMaker ensures that training and inference jobs run in a fully isolated environment without internet access. When network isolation is enabled:
SageMaker jobs can only access resources within the specified Virtual Private Cloud (VPC).
Outbound internet access is disabled.
Data and models remain secure and compliant with regulatory requirements.
B. Run SageMaker training and inference by using network isolation.
Explanation:
Network isolation is a feature in Amazon SageMaker that ensures that your training and inference jobs are run in a secure, isolated environment without internet access. This is a critical requirement for complying with regulatory standards that mandate the use of isolated environments for sensitive operations.
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