# Model Deployment

Skill · Data Science, Analytics and AI/ML

Canonical page: https://career.thegoodapps.co/skills/model-deployment

The process of taking a trained machine learning model and making it available for use in a production environment, such as through an API endpoint, embedded application, or batch pipeline. It involves packaging the model, provisioning infrastructure (often cloud-based, using tools like Docker, Kubernetes, or managed services such as SageMaker or Vertex AI), and setting up serving, scaling, and versioning. Machine learning engineers and MLOps practitioners handle deployment to ensure models perform reliably under real-world traffic and data conditions.

## Model Deployment in the job market

- Open roles: 10
- Employers hiring: 9
- Last checked: September 13, 2026

## Asked for alongside Model Deployment

Measured from the 10 open roles that name Model Deployment, not from a curated list.

- [Machine Learning](https://career.thegoodapps.co/skills/machine-learning) — 5 roles (50.0%)
- [Model Training](https://career.thegoodapps.co/skills/model-training) — 5 roles (50.0%)
- [Python](https://career.thegoodapps.co/skills/python) — 5 roles (50.0%)
- [Model Evaluation](https://career.thegoodapps.co/skills/model-evaluation) — 3 roles (30.0%)
- [PyTorch](https://career.thegoodapps.co/skills/pytorch) — 3 roles (30.0%)

## Roles that use Model Deployment

- [Software Engineer](https://career.thegoodapps.co/occupations/software-engineer) — 7
- [Machine Learning Engineer](https://career.thegoodapps.co/occupations/machine-learning-engineer) — 3

## Employers hiring for Model Deployment

- [Pendo](https://career.thegoodapps.co/organizations/pendo) — 2 open roles
- [Agility Robotics](https://career.thegoodapps.co/organizations/agility-robotics) — 1 open role
- [CharacterAI](https://career.thegoodapps.co/organizations/characterai) — 1 open role
- [Deepgram](https://career.thegoodapps.co/organizations/deepgram) — 1 open role
- [Expedia Group](https://career.thegoodapps.co/organizations/expedia-group) — 1 open role
- [MovieMagic](https://career.thegoodapps.co/organizations/moviemagic) — 1 open role

Related skills: [MLOps](https://career.thegoodapps.co/skills/mlops), [Kubernetes](https://career.thegoodapps.co/skills/kubernetes), [Docker](https://career.thegoodapps.co/skills/docker), [CI/CD](https://career.thegoodapps.co/skills/ci-cd), [BentoML](https://career.thegoodapps.co/skills/bentoml), [AWS SageMaker](https://career.thegoodapps.co/skills/aws-sagemaker), [Azure Machine Learning](https://career.thegoodapps.co/skills/azure-machine-learning), [Google Vertex AI](https://career.thegoodapps.co/skills/google-vertex-ai), [Applied Machine Learning](https://career.thegoodapps.co/skills/applied-machine-learning), [MLOps (Machine Learning Operations)](https://career.thegoodapps.co/skills/mlops-machine-learning-operations), [Groq](https://career.thegoodapps.co/skills/groq)

## Open roles requiring Model Deployment (10)

- [Senior Machine Learning engineer - Distribution & Supply](https://career.thegoodapps.co/jobs/77bd56bb-f5ac-40bd-8bb4-8a852d859a4b/senior-machine-learning-engineer-distribution-supply-at-expedia-group) at [Expedia Group](https://career.thegoodapps.co/organizations/expedia-group) — Seattle, WA, $184,500 – $258,000
- [Senior Software Engineer, Perception (R5420)](https://career.thegoodapps.co/jobs/179f1592-3fc5-4610-8cb2-a81a5970f0a0/senior-software-engineer-perception-r5420-at-shield-ai) at [Shield AI](https://career.thegoodapps.co/organizations/shield-ai) — Full-time, Washington, DC, $163,200 – $244,800
- [Software Engineer - Edge AI Systems](https://career.thegoodapps.co/jobs/4f01bb02-3744-453a-ae54-9e3302877ee7/software-engineer-edge-ai-systems-at-palantir) at [Palantir](https://career.thegoodapps.co/organizations/palantir) — Full-time, Seattle, WA, $145,000 – $200,000
- [AI Engineer](https://career.thegoodapps.co/jobs/f1a8760a-2c2e-4d12-ac31-674a0b9aed62/ai-engineer-at-moviemagic) at [MovieMagic](https://career.thegoodapps.co/organizations/moviemagic) — Tempe, AZ
- [Applied ML Engineer](https://career.thegoodapps.co/jobs/58b6eb76-7754-437d-b9de-85e6ab3c41c9/applied-ml-engineer-at-deepgram) at [Deepgram](https://career.thegoodapps.co/organizations/deepgram) — USA | Remote, $150,000 – $220,000
- [Senior AI/ML Engineer](https://job-boards.greenhouse.io/sigmacomputing/jobs/7767727003) at [Sigma Computing](https://career.thegoodapps.co/organizations/sigma-computing) — Full-time, San Francisco, CA, $240,000 – $270,000 (listed on Sigma Computing's own careers site)
- [Staff Software Engineer (AI)](https://job-boards.greenhouse.io/pendo/jobs/8533499002) at [Pendo](https://career.thegoodapps.co/organizations/pendo) — New York, NY, $245,000 – $275,000 (listed on Pendo's own careers site)
- [Staff AI Engineer, Perception](https://www.agilityrobotics.com/about/job-post?gh_jid=5973040004) at [Agility Robotics](https://career.thegoodapps.co/organizations/agility-robotics) — Full-time, Fremont, CA, $207,000 – $323,000 (listed on Agility Robotics's own careers site)
- [Software Engineer, Backend/Applied ML (Safety & Integrity)](https://career.thegoodapps.co/jobs/06ba58d5-db7f-4ad0-b41a-2e93911d56ad/software-engineer-backend-applied-ml-safety-integrity-at-characterai) at [CharacterAI](https://career.thegoodapps.co/organizations/characterai) — Redwood City, CA · Remote, $150,000 – $300,000
- [Sr. Software Engineer (AI)](https://job-boards.greenhouse.io/pendo/jobs/8533495002) at [Pendo](https://career.thegoodapps.co/organizations/pendo) — Full-time, New York, NY, $209,000 – $235,000 (listed on Pendo's own careers site)