UST
Website:
ussmokeless.com
Company:
https://www.linkedin.com/company/ustglobal
Seniority: Not Applicable
Industries: IT Services and IT Consulting
Job details:
Role Description
Who we are:
At UST, we help the world’s best organizations grow and succeed through transformation. Bringing together the right talent, tools, and ideas, we work with our client to co-create lasting change. Together, with over 30,000 employees in 30+ countries, we build for boundless impact—touching billions of lives in the process. Visit us at .
Job Description
We are seeking a hands-on AI Deployment Engineer specializing in ML Engineering, Model Deployment, Model Governance, and Model Observability. The engineer will own the complete lifecycle of Deep Learning models, LLMs, and SLMs across cloud, on-premises, hybrid, and air-gapped environments.
Scope of Work
- Build and manage MLOps and LLMOps pipelines.
- Deploy, host, and scale Deep Learning models, LLMs, and SLMs and Inference optimisation
- Manage end-to-end model lifecycle including versioning, deployment, rollout, rollback, and retirement.
- Host models on Databricks, Kubernetes, OpenShift, and GPU-based infrastructure.
- Implement model governance, lineage, approval workflows, and compliance controls.
- Build model monitoring, observability, tracing, logging, and drift detection capabilities.
- Optimize model performance, latency, throughput, GPU utilization, and cost.
- Support cloud, on-premises, hybrid, and air-gapped environments.
Must-Have Skills
- 3–5 years in MLOps, LLMOps, ML Engineering, or AI Engineering.
- Strong Python development skills.
- Hands-on experience with Databricks and/or Azure ML.
- Experience with Deep Learning, LLMs, SLMs, RAG, and Hugging Face.
- Experience deploying models built using PyTorch and TensorFlow.
- Strong expertise in model deployment on:
- Kubernetes
- Databricks
- GPU Infrastructure
Experience With
- vLLM
- Triton Inference Server
- Ray Serve
- SGLang
- Databricks Model Serving
- Strong GPU knowledge including NVIDIA GPUs, CUDA, multi-GPU deployments, and inference optimization.
- Experience in Model Registry, Model Governance, Model Monitoring, Drift Detection, and AI Observability.
- Strong database knowledge (SQL Server, PostgreSQL, Oracle, MySQL, MongoDB).
- Experience with Vector Databases (Pinecone, Chroma, FAISS, Milvus, Azure AI Search).
- REST APIs, WebSockets, Streaming HTTP.
- Experience with MLflow, OpenTelemetry, LangFuse, Splunk, and Grafana/ELK.
- CI/CD using Jenkins, Azure DevOps.
- Experience across Cloud, On-Premises, Hybrid, and Air-Gapped environments.
- Experience with Auth setup like Keycloak
Good-to-Have Skills
- Kafka, RabbitMQ, Event Hub
- Fine-tuning and model optimization
- Model Governance & Security
- Experience with Llama, Mistral, DeepSeek, Qwen, Phi, and Gemma models
What We Believe
We’re proud to embrace the same values that have shaped UST since the beginning. Since day one, we’ve been building enduring relationships and a culture of integrity. And today, it's those same values that are inspiring us to encourage innovation from everyone, to champion diversity and inclusion and to place people at the centre of everything we do.
Humility
We will listen, learn, be empathetic and help selflessly in our interactions with everyone.
Humanity
Through business, we will better the lives of those less fortunate than ourselves.
Integrity
We honour our commitments and act with responsibility in all our relationships.
Equal Employment Opportunity Statement
UST is an Equal Opportunity Employer. We believe that no one should be discriminated against because of their differences, such as age, disability, ethnicity, gender, gender identity and expression, religion, or sexual orientation.
All employment decisions shall be made without regard to age, race, creed, colour, religion, sex, national origin, ancestry, disability status, veteran status, sexual orientation, gender identity or expression, genetic information, marital status, citizenship status or any other basis as protected by federal, state, or local law.
UST reserves the right to periodically redefine your roles and responsibilities based on the requirements of the organization and/or your performance.
- To support and promote the values of UST.
- Comply with all Company policies and procedures
Skills
python,artificial intelligence,vector database,azure devops,
Click on Apply to know more.
