Syed Mushtaba
@syedmushtaba
I am an MLOps and GenAI engineer building cloud-native, production-grade AI systems.
What I'm looking for
I am an AI/ML and DevOps engineer with 10+ years of IT experience and 4+ years focused on MLOps and Generative AI across AWS, Azure, and GCP. I design and deliver enterprise-grade, secure, and scalable AI solutions spanning the full ML lifecycle.
I build end-to-end ML pipelines and GenAI systems using tools such as Amazon SageMaker, Azure ML, Vertex AI, Terraform, Docker, Kubernetes, LangChain, AutoGen, and Hugging Face. My work has reduced operational downtimes, improved ETL latency and accuracy by 30%, automated ticket classification, and achieved high forecasting accuracy using robust feature engineering and model governance.
I lead cross-functional teams to integrate AI into production, emphasizing compliance (HIPAA, GDPR, SOC 2), explainability (SHAP, LIME), and cost-optimized cloud architectures. I translate complex business needs into actionable AI strategies and reusable MLOps platforms that deliver measurable ROI.
Experience
Work history, roles, and key accomplishments
MLOps / GenAI Engineer
CVS Health
Jan 2024 - Present (1 year 8 months)
Lead MLOps and GenAI initiatives, delivering production ML pipelines and GenAI chatbots that automated ticket classification and reduced ETL latency while improving accuracy by 30%. Architected scalable GPU inference and RAG pipelines across AWS/Azure to enable low-latency LLM deployments and cross-functional delivery.
MLOps / GenAI Engineer
IBM
Aug 2021 - Dec 2023 (2 years 4 months)
Architected end-to-end RAG and GenAI systems achieving 90%+ sales-forecasting accuracy and deployed GPU-optimized LLM inference across cloud and on-prem environments. Led GenAI microservice deployments, observability pipelines, and hybrid cloud GPU optimizations for enterprise clients.
Cloud DevOps / Kubernetes Engineer
AT&T
Nov 2019 - Jul 2021 (1 year 8 months)
Led cloud automation and Kubernetes orchestration, implementing Blue/Green deployments and Terraform IaC to improve release reliability across AWS and Azure. Built secure CI/CD pipelines and DevSecOps practices to ensure SOX-compliant multi-environment delivery.
Cloud DevOps Engineer
Caterpillar
Nov 2017 - Oct 2019 (1 year 11 months)
Designed and managed AWS infrastructure of 250+ servers and led migration of 100+ TiB to AWS FSx, improving scalability and performance. Automated provisioning with CloudFormation and Terraform and built CI/CD pipelines for containerized microservices.
Cloud DevOps Engineer
Savista
Mar 2016 - Sep 2017 (1 year 6 months)
Built and maintained AWS infrastructure and secure CI/CD pipelines across Dev-to-Prod environments, automating deployments with CloudFormation, Chef, and Ansible. Managed container lifecycle with Docker and Kubernetes and enforced DevSecOps best practices.
Education
Degrees, certifications, and relevant coursework
Syed hasn't added their education
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Tech stack
Software and tools used professionally
Postman
AWS CLI
Splunk
AWS Glue
ggplot2
AWS IAM
AWS Direct Connect
kops
GitHub
GitLab
Bitbucket
SonarQube
Kubernetes
kubernetes-deploy
Docker Swarm
AWS CodePipeline
Jenkins
GitHub Actions
GitLab CI
NumPy
Pandas
DB
MySQL
PostgreSQL
MongoDB
Cassandra
Hadoop
Gmail
Node.js
Django
Spring Boot
Titan
Okta
Redis
Terraform
Azure DevOps
Jira
JFrog Artifactory
Java
PHP
JSON
Perl
PowerShell
XML
Azure Machine Learning
TensorFlow
PyTorch
scikit-learn
Keras
DeepSpeed
Kafka
RabbitMQ
Django REST framework
FastAPI
fastlane
Grafana
Prometheus
Nagios
CentOS
Linux
iOS
Windows
ZAP
Datadog
AppDynamics
Red Hat OpenShift
jFrog
GraphQL
Checkmarx
Ansible
AWS Lambda
Serverless
Azure Functions
JUnit
sso
JBoss
Airflow
Azure Firewall
Zap
CUDA
SQL
Apache Mesos
IBM Cloud
Amazon SageMaker
ServiceNow
Hugging Face
SoapUI
AWS Trusted Advisor
LangChain
ChromaDB
AutoGen
Pinecone
Availability
Location
Authorized to work in
Job categories
Skills
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