We are seeking a highly skilled machine learningengineer (mle).
* remote from mexico only!
* the idealcandidate will play a critical role in deploying andoperationalizing advanced machine learning models, integratinggpt-based services, and managing infrastructure acrossenvironments.
this role requires expertise in python, aws services,and mlops, with a focus on model deployment, observability, andperformance optimization.
technical requirements must-have skills -python (proficient) - aws lambda functions - aws api gateway -jenkins or similar ci/cd tools - experience deploying models forinference across environments - strong understanding of securitybest practices cloud & infrastructure - aws infrastructure(general expertise) - terraform (iac) - aws sagemaker (modeltraining and deployment) - aws opensearch (vector databases) -observability tools: dynatrace, splunk - basic understanding ofcybersecurity (firewalls, certificates) ai & ml platform -experience with gpt apis (costs, tokens, usage, contracts) - openaiapi integrations (connectivity and implementation) - large languagemodels (llms) understanding - databricks (including job clusters,interactive clusters) - unity catalog (data governance and accessmanagement) - mlflow (for model lifecycle tracking) dailyresponsibilities - deploy ml models across dev, staging, andproduction environments - make ml models available for real-timeinference - develop and deploy api-based ml services, includinghome-grown and gpt-backed models - review and validate data sciencecode before deployment - implement and enforce security bestpractices - monitor performance, model cost, availability, anddrift - manage and renew api keys, certificates, and credentials -provide reports on model usage, api cost, and drift analysis -ensure systems are functional and available during off-hours (usatime zone) soft skills & communication - strong verbal andwritten communication with data scientists and product leaders -proactive and collaborative across cross-functional teams - abilityto manage urgent priorities and operate with a sense of urgency -comfortable providing insights and updates tostakeholders