AWS MLOps
1 day ago
AWS MLOps & LLMOps Engineer – Reinforcement Learning & Cloud AI Specialist
Location: Kochi
Employment Type: Full-Time
Job Overview
We are seeking a
hands-on and customer-facing AWS MLOps & LLMOps Engineer
with expertise in
reinforcement learning
,
SageMaker
,
Feature Store
, and
continuous ML lifecycle management
. You'll lead the deployment and monitoring of ML and LLM models, support sales with RFPs, and take full ownership of AI projects from ideation to production. Experience with
Kubernetes
is a strong plus.
Key Responsibilities
- Design and implement
MLOps and LLMOps pipelines
using AWS services (SageMaker Pipelines, Lambda, EKS, ECS, etc.) - Build and manage
reinforcement learning pipelines
, including simulation environments, reward modeling, and policy optimization - Integrate and maintain
Amazon SageMaker Feature Store
for real-time and batch feature ingestion - Enable
continuous training
,
model monitoring
, and
automated deployment
using CI/CD workflows - Collaborate with data scientists to operationalise ML and LLM models, including fine-tuning and prompt engineering
- Develop and maintain
High-Level Designs (HLD)
and
network architecture
for scalable AI solutions - Engage with customers to understand requirements and propose tailored AI/ML solutions
- Provide
technical support for RFPs
, including architecture design, effort estimation, and documentation - Ensure
security, compliance, and governance
across all ML/LLM workflows - Lead and support
AI projects
with full ownership from experimentation to production - Create architecture HLD with networking, data flow, components and integration diagram
Required Skills & Qualifications
- 2-6 years of experience in
MLOps
, with hands-on exposure to
LLMOps
and
reinforcement learning - Strong experience with
AWS SageMaker
, including Pipelines, Model Registry, and Feature Store - Proficiency in
Python
,
Docker
,
Terraform
, and
CI/CD tools - Familiarity with
RL frameworks
like Ray RLlib, OpenAI Gym, or Stable Baselines - Experience with
ML frameworks
such as TensorFlow, PyTorch, and Hugging Face Transformers - Solid understanding of
networking
,
security protocols
, and
cloud-native architecture - Excellent communication and
client engagement skills - Bachelor's or master's degree in computer science, Data Science, or related field
Preferred Qualifications
- Good to have experience with
Kubernetes
(EKS preferred) for container orchestration and scalable ML deployments - AWS Certified Machine Learning Speciality or equivalent certifications
- Exposure to
model monitoring tools
(e.g., SageMaker Model Monitor, Prometheus, Grafana) - Knowledge of
LLM evaluation
,
bias detection
, and
hallucination mitigation - Familiarity with
data lake architectures
,
feature engineering
, and
metadata management
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