We are seeking a highly skilled machine learning engineer (mle) .
* remote from mexico only!*
the ideal candidate will play a critical role in deploying and operationalizing advanced machine learning models, integrating gpt-based services, and managing infrastructure across environments. This role requires expertise in python, aws services, and mlops, with a focus on model deployment, observability, and performance optimization .
technical requirements
must-have skills
* python (proficient)
* aws lambda functions
* aws api gateway
* jenkins or similar ci/cd tools
* experience deploying models for inference across environments
* strong understanding of security best practices
cloud & infrastructure
* aws infrastructure (general expertise)
* terraform (iac)
* aws sagemaker (model training and deployment)
* aws opensearch (vector databases)
* observability tools: dynatrace, splunk
* basic understanding of cybersecurity (firewalls, certificates)
ai & ml platform
* experience with gpt apis (costs, tokens, usage, contracts)
* openai api integrations (connectivity and implementation)
* large language models (llms) understanding
* databricks (including job clusters, interactive clusters)
* unity catalog (data governance and access management)
* mlflow (for model lifecycle tracking)
daily responsibilities
* deploy ml models across dev, staging, and production environments
* make ml models available for real-time inference
* develop and deploy api-based ml services, including home-grown and gpt-backed models
* review and validate data science code before deployment
* implement and enforce security best practices
* monitor performance, model cost, availability, and drift
* 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 (usa time zone)
soft skills & communication
* strong verbal and written communication with data scientists and product leaders
* proactive and collaborative across cross-functional teams
* ability to manage urgent priorities and operate with a sense of urgency
* comfortable providing insights and updates to stakeholders