MLOps Jobs - Remote & On-site

MLOps jobs hiring now at vetted startups and product companies on Alion, updated daily. Average salary around $211,057/year. Compare remote, hybrid and on-site positions with relocation and visa sponsorship. Browse and apply today.

AI/ML
Data Science
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Product
Design
Analytics
Support
Enterprise Apps
Quantum

Modulr

modulrfinance.com
Modulr is a London payments company founded in 2015 that embeds accounts and payment capability inside other businesses. Its platform lets accounting software, lenders and employers move money automatically without building banking infrastructure. The company holds direct access to British and European payment schemes as a regulated electronic money institution.
modulrfinance.com • HQ: London, United Kingdom • Fraud Detection • Travel & Tourism • Financial Services • 201-500 employees • Est. 2015
HQ: London, United Kingdom • Fraud Detection • Travel & Tourism • Financial Services • 201-500 employees • Est. 2015
Open 147 daysVerified live · 1 day ago 5 months ago

Data Scientist

$17k – $48k per year (Estimated) • Junior • 2+ years expIn office (Pune, India) • Junior
Python
Python
FastAPI
Flask
AI/ML
Claude
Copilot
Cursor
LangChain
LangGraph
LangSmith
MLFlow
Prompt Engineering
PyTorch
TensorFlow
XGBoost
AI Agents
DevOps
CI/CD
Docker
Apply
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Worldbusinesslenders

worldbusinesslenders.com
worldbusinesslenders.com • Ankara • Buenos Aires • New York • Guatemala City • Brasília • FinTech • Financial Services • Lending
Ankara • Buenos Aires • New York • Guatemala City • Brasília • FinTech • Financial Services • Lending
Open 148 daysVerified live · 1 day ago 5 months ago

Data Engineering Analyst

$21k – $118k per year (Estimated) • Middle • 4+ years expBrasília • Remote (Argentina, Brazil, Pakistan, Dominican Republic, Guatemala) • Bachelor's Degree • Full-Time • Middle • English
Python
SQL
Databases
Microsoft Fabric
AI/ML
Airflow
DevOps
Azure
CI/CD
Git
Rest API
GitHub
Analytics
ETL/ELT
Apply
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Seoul Robotics

seoulrobotics.org
Seoul Robotics is a company founded in 2017 that builds three dimensional perception software for lidar sensors. Its Level 5 Control Tower moves vehicles autonomously by placing sensors in the infrastructure rather than in the cars themselves. The system is used by automakers to move vehicles automatically inside factories and logistics yards.
seoulrobotics.org • HQ: Seoul, South Korea • Artificial Intelligence • Autonomous Driving • Est. 2017
HQ: Seoul, South Korea • Artificial Intelligence • Autonomous Driving • Est. 2017
Open 148 daysVerified live · 1 hour ago 5 months ago

Director - Machine Learning & Computer Vision

Executive • 5+ years expRemote/Hybrid (Seoul, South Korea) • Bachelor's Degree • Internship • Architect • English: C1
Computer Vision
CUDA
CUDA Toolkit
PyTorch
TensorRT
Robotics
Sensor Fusion
SLAM
Apply
Open 187 daysVerified live · 1 hour ago 7 months ago

Senior Machine Learning Engineer - Computer Vision and Perception

Senior • 5+ years expRemote/Hybrid (Seoul, South Korea) • Bachelor's Degree • Internship • Senior • English: C1
Computer Vision
CUDA
CUDA Toolkit
PyTorch
TensorRT
Robotics
Sensor Fusion
SLAM
Apply
Report

Strava

strava.com
Top Sports. Running Cycling Features Maps Challenges Subscription Sign Up Home Running Cycling Walking Features Maps Challenges Subscription Support Sign Up Get the App Community-Powered Motivation Track your progress and cheer each other on. Join over 100 million active people on Strava for free.
strava.com • HQ: San Francisco, United States • Sports • Mobile App Development • Fitness
HQ: San Francisco, United States • Sports • Mobile App Development • Fitness
Top 25% payVerified live · 18 min ago 5 months ago

Senior Machine Learning Engineer

$198k – $222k per year • Senior • Remote/Hybrid • Full-Time • Senior
Go
Java
Python
Ruby
Scala
SQL
Java
Jackson
Databases
Snowflake
AI/ML
Hadoop
NumPy
Pandas
PyTorch
Scikit-learn
Spark
TensorFlow
Amazon SageMaker
Recommender Systems
DevOps
AWS
Analytics
A/B Testing
Apply
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Soracom UK

soracom.co.uk
Startup and enterprise teams across the UK rely on Soracom (UK) to accelerate IoT deployments, reduce risk, and launch successful IoT rollouts.
soracom.co.uk • EV Charging • IoT Connectivity • Internet of Things
EV Charging • IoT Connectivity • Internet of Things
Open 152 days 5 months ago

Solutions Architect

$45k – $108k per year (Estimated) • Staff+ • In office • Full-Time • Architect
Pinecone
Weaviate
AI/ML
AWS Bedrock
OpenAI
DevOps
AWS
AWS Lambda
Azure
GCP
Apply
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Shepherd

shepherdinsurance.com
Shepherd is an insurance technology company focused on commercial insurance, with a particular emphasis on the construction and contracting space. Its core aim is to make it easier for businesses to understand, buy, and manage the cover they need, while reducing the back and forth that often comes with traditional insurance processes. From a job seeker’s perspective, the problem Shepherd is tackling is practical and high impact, helping companies stay compliant, protect projects, and keep work moving without insurance becoming a constant operational bottleneck.
shepherdinsurance.com • HQ: San Francisco, United States • FinTech • Financial Services • Insurance
HQ: San Francisco, United States • FinTech • Financial Services • Insurance
Open 152 daysTop 25% pay 5 months ago

Founding Machine Learning Engineer

$180k – $220k per year • Middle • 4+ years expIn office (San Francisco, United States) • Master's Degree • Full-Time • Middle
Python
SQL
TypeScript
AI/ML
Data Augmentation
Fine-tuning
Gymnasium
LoRA
Prompt Engineering
PyTorch
RLHF
Spark
Synthetic Data
TensorFlow
PEFT
Amazon SageMaker
DPO
Hugging Face
LLM Guardrails
OpenAI
Structured Outputs
AI Agents
Function Calling
dbt
LangChain
LangGraph
LLM
NLP
DevOps
AWS
Apply
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Chan Zuckerberg Biohub is a non-profit biomedical research organization headquartered in San Francisco, California, and founded in 2016 by the Chan Zuckerberg Initiative. The organization runs interdisciplinary research programs in imaging, infectious disease, cell biology, and AI driven biology in partnership with Stanford, UC Berkeley, and UC San Francisco. It has grown into a network of institutes with additional sites in Chicago and New York, working toward the stated goal of helping to cure, prevent, or manage all disease by the end of the century.
biohub.org • HQ: San Francisco, United States • Medical AI • Biomedical Engineering • Science & Engineering • Genomics • Health Care • Bioinformatics • Biotechnology • Artificial Intelligence • Est. 2016
HQ: San Francisco, United States • Medical AI • Biomedical Engineering • Science & Engineering • Genomics • Health Care • Bioinformatics • Biotechnology • Artificial Intelligence • Est. 2016
Open 152 daysTop 25% pay 5 months ago

Staff AI Infrastructure Engineer

$241k – $331k per year • Staff+ • 8+ years expRemote/Hybrid (Redwood City, United States) • Relocation • Staff
Bash
C++
Python
Rust
C++
PyTorch C++
AI/ML
PyTorch
CoreWeave
InfiniBand
NCCL
DevOps
ArgoCD
Cilium
eBPF
GitOps
Grafana
Helm
Kubernetes
Prometheus
SLURM
VictoriaMetrics
HPC
Apply
Open 155 daysTop 25% pay 6 months ago

Senior Staff Data Engineer

$241k – $301k per year • Staff+ • 8+ years expRemote/Hybrid (New York, United States) • Relocation • Staff
Databricks
AI/ML
Claude
Claude Code
Ray
Time Series Forecasting
DevOps
AWS
Terraform
Apply
Report

JetBrains

jetbrains.com
JetBrains is a software company founded in 2000 that builds integrated development environments and team tools for professional programmers. Its IDE family covers most major languages, including IntelliJ IDEA for the Java virtual machine, PyCharm, WebStorm, GoLand, CLion and Rider, all sharing a code-intelligence engine that gave the company its reputation for refactoring and static analysis. Headquartered in Prague with development offices across Europe, it also created the Kotlin programming language, now Google's preferred language for Android, and ships team products such as TeamCity, YouTrack and its AI coding assistants.
jetbrains.com • HQ: Prague, Czech Republic • Project Management • Artificial Intelligence • Software • Code Intelligence • Productivity Software • 1001-5000 employees • Est. 2000
HQ: Prague, Czech Republic • Project Management • Artificial Intelligence • Software • Code Intelligence • Productivity Software • 1001-5000 employees • Est. 2000
Verified live · 22 min ago 5 months ago

Senior Research Engineer (Agentic Behavior)

Senior • 3+ years expAmsterdam • Remote (Germany, Cyprus, Czech Republic, Netherlands, Poland) • Relocation • Senior
Java
Kotlin
Python
SQL
Java
Gradle
Kotlin
Ktor
AI/ML
AI Agents
Claude
Claude Code
Cursor
Langfuse
LLM
MLFlow
Promptfoo
PyTorch
RLHF
TRL
Transformers
Anthropic
Context Engineering
DPO
GRPO
Megatron-LM
OpenAI
Post-training
SFT
Model Context Protocol
Mobile
Kotlin Multiplatform
Apply
Verified live · 22 min ago 6 months ago

Staff Research Engineer (LLM Pre-Training)

Staff+ • Amsterdam • Remote (Germany, United Kingdom, Cyprus, Czech Republic, Netherlands) • Staff
Python
AI/ML
DeepSpeed
Fine-tuning
Kubeflow
LLM
NLP
PyTorch
RLHF
TensorRT
vLLM
Hugging Face
Pre-training
DevOps
CI/CD
Git
Kubernetes
TeamCity
Apply
Verified live · 22 min ago 8 months ago

Senior MLOps Engineer (ML Workflows Engineering)

Senior • 3+ years expAmsterdam • Remote (Germany, Cyprus, Czech Republic, Netherlands, Poland) • Senior
Java
Kotlin
Python
AI/ML
Dagster
DeepSpeed
Fine-tuning
Langfuse
LLM
MLFlow
NLP
TensorRT
vLLM
DevOps
AWS
CI/CD
GCP
GitHub Actions
Kubernetes
TeamCity
GitHub
Apply
Report

Eigencloud

eigencloud.xyz
EigenLayer is a restaking protocol founded in 2021 by Eigen Labs in Seattle. It lets Ethereum stakers reuse their staked collateral to secure additional services such as data availability layers, oracles and bridges. The model introduced a shared security marketplace and attracted one of the largest deposit bases in decentralised finance shortly after launch.
eigencloud.xyz • HQ: Seattle, United States
HQ: Seattle, United States
Open 153 daysTop 25% pay 5 months ago

Senior Agentic AI Engineer

$187k – $253k per year • Senior • Remote (United States) • Full-Time • Senior
Go
Python
Rust
TypeScript
AI/ML
AI Agents
LLM
Function Calling
AutoGen
CrewAI
Dagster
LangChain
DevOps
Vector
Apply
Report

Centra

centra.com
With Centra, fashion & lifestyle brands can capture new markets and reach new global customers through an online store that’s localized to any market. Centra has an advanced feature-set built-in, flexible APIs, and excels at both direct-to-consumer and wholesale.
centra.com • Wrocław • Stockholm • Apparel & Fashion • Commerce • E-commerce Platforms • 51-200 employees
Wrocław • Stockholm • Apparel & Fashion • Commerce • E-commerce Platforms • 51-200 employees
Open 153 daysVerified live · 1 day ago 5 months ago

Senior Data Engineer (Product)

$49k – $126k per year (Estimated) • Senior • Remote/Hybrid (Stockholm, Sweden) • Full-Time • Senior
SQL
AI/ML
dbt
DevOps
AWS
AWS Lambda
Azure
GCP
Google Cloud Run
Terraform
Apply
Report

Alchemy

alchemy.com
Build and scale apps onchain with Alchemy's RPC APIs, data APIs, and developer tools across 100+ blockchains. Get started for free.
alchemy.com • New York • San Francisco • Bucharest • Blockchain & Crypto • Web3 & dApps • Blockchain Infrastructure • Est. 2017
New York • San Francisco • Bucharest • Blockchain & Crypto • Web3 & dApps • Blockchain Infrastructure • Est. 2017
Open 153 daysTop 25% pay 5 months ago

Data Analytics Engineer

$200k – $240k per year • Senior • 6+ years expIn office (San Francisco, New York, United States) • Full-Time • Senior
SQL
Databases
Snowflake
AI/ML
dbt
Model Context Protocol
Apply
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Avride

avride.ai
Avride develops self-driving cars and sidewalk delivery robots, and was created in 2024 when Nebius spun out the former Yandex autonomous vehicle division. Its delivery robots operate on American university campuses and with food delivery platforms, while its robotaxi programme runs with Hyundai and Uber. Engineering is based in Austin, Texas.
avride.ai • HQ: Austin, United States • Transportation & Logistics • Smart Mobility • Autonomous Driving • 201-500 employees • Est. 2024
HQ: Austin, United States • Transportation & Logistics • Smart Mobility • Autonomous Driving • 201-500 employees • Est. 2024
Open 153 daysVerified live · 1 hour ago 5 months ago

Software Engineer – ML Platform

$135k – $296k per year (Estimated)Austin • Remote (United States) • Relocation
C++
Go
Python
AI/ML
Ray
MLFlow
DevOps
Argo Workflows
Kubernetes
Apply
Open 377 daysVerified live · 1 hour ago 1 year ago

C++ Software Engineer – Motion Planning

$126k – $258k per year (Estimated)Austin • Remote (United States) • Relocation
C++
AI/ML
CUDA
CUDA Toolkit
OpenCL
Reinforcement Learning
DevOps
CI/CD
Git
Robotics
Motion Planning
Imitation Learning
Reinforcement Learning
Apply
Report

Omnea

omnea.co
Omnea is a SaaS company focused on improving how organisations buy and manage third party spend. From its positioning, the product appears to sit in the procurement and finance operations space, helping teams bring more structure and visibility to purchasing workflows that are often scattered across email, spreadsheets, and disconnected tools. The core problem it addresses is the friction and risk that comes from ad hoc buying, unclear approvals, and limited oversight of suppliers and costs, especially as a company grows and spend becomes harder to control.
omnea.co • Paris • London • New York • Austin • Washington • Transportation & Logistics • B2B Commerce • Supply Chain • 51-200 employees
Paris • London • New York • Austin • Washington • Transportation & Logistics • B2B Commerce • Supply Chain • 51-200 employees
Open 153 daysVerified live · 1 day ago 5 months ago

Engineering Manager

$162k – $216k per year • Lead • 8+ years expIn office (London, United Kingdom) • Full-Time • Staff
TypeScript
AI/ML
Together AI
DevOps
AWS
Apply
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GENIEE

geniee.co.jp
GENIEE is a Tokyo advertising technology company founded in 2010 that builds supply side and demand side advertising platforms. Its systems help publishers in Japan and Southeast Asia maximise revenue from programmatic advertising, and it has acquired sales and marketing software businesses. The company operates across several Asian markets from its Tokyo base.
geniee.co.jp • HQ: Tokyo, Japan • Semiconductors • Document Management • Embedded Systems • Est. 2010
HQ: Tokyo, Japan • Semiconductors • Document Management • Embedded Systems • Est. 2010
Open 154 daysVerified live · 2 days ago 6 months ago

【JAPAN AI】Research Engineer, LLM modeling / English

$47k – $137k per year (Estimated) • Equity • Remote/Hybrid (Tokyo, Japan) • Master's Degree • Full-Time • Japanese: C1
Python
JavaScript
TypeScript
AI/ML
AI Agents
ChatGPT
Claude
Cursor
Fine-tuning
JAX
Knowledge Distillation
LLM
Multimodal AI
NLP
Prompt Engineering
PyTorch
Quantization
Reinforcement Learning
RLHF
Synthetic Data
Transformers
DPO
Edge AI
Google AI Studio
Function Calling
Claude Code
vLLM
Weights & Biases
Devin
Frontend
Next.js
React.js
DevOps
Docker
GCP
Kubernetes
GitHub
Management
Confluence
Google Workspace
Slack
Apply
Open 154 daysVerified live · 2 days ago 6 months ago

【JAPAN AI】Research Engineer, LLM modeling / Japanese

$45k – $131k per year (Estimated)In office (Tokyo, Japan) • Full-Time • Japanese: C1
Python
TypeScript
JavaScript
AI/ML
ChatGPT
Claude
Claude Code
Cursor
JAX
LLM
NLP
PyTorch
RAG
RLHF
Transformers
vLLM
Weights & Biases
Devin
DPO
Google AI Studio
AI Agents
Frontend
Next.js
React.js
DevOps
Docker
GCP
Kubernetes
GitHub
Management
Confluence
Google Workspace
Slack
Apply
Report

Arcade

arcade.agency
arcade.agency • San Francisco • Design & Creative • Sales & Marketing
San Francisco • Design & Creative • Sales & Marketing
Open 155 daysTop 25% pay 6 months ago

Senior Machine Learning Engineer

$180k – $300k per year • Senior • 5+ years expIn office (San Francisco, United States) • Relocation • Full-Time • Senior
Python
JavaScript
TypeScript
AI/ML
DeepSpeed
Fine-tuning
LoRA
PEFT
PyTorch
Ray
Transformers
Hugging Face
Frontend
React.js
Next.js
Apply
Report

vCluster

vcluster.com
vCluster is a Kubernetes infrastructure company headquartered in San Francisco, California, and founded in 2019. The company builds virtual clusters that run inside a single physical Kubernetes cluster, giving each team or tenant what looks like its own isolated control plane without the cost of separate infrastructure. It maintains the open source vCluster project alongside a commercial platform and previously operated as Loft Labs.
vcluster.com • HQ: San Francisco, United States • Cloud Management • Cloud Computing • Software • Virtualization • DevOps • Information Technology • Est. 2019
HQ: San Francisco, United States • Cloud Management • Cloud Computing • Software • Virtualization • DevOps • Information Technology • Est. 2019
Open 155 daysVerified live · 10 hours ago 6 months ago

AI Infrastructure Engineer

$116k – $224k per year (Estimated) • Senior • 5+ years exp • Remote (United States, Germany, Australia) • Full-Time • Senior
Python
AI/ML
CUDA
CUDA Toolkit
InfiniBand
LLM
OpenAI
DevOps
Kubernetes
GitHub
GitLab
Marketing
Salesforce
Apply
Report

GetYourGuide

getyourguide.careers
GetYourGuide is an online marketplace and travel technology platform for booking tours, excursions, museum tickets, and local travel experiences globally. Headquartered in Berlin, Germany, the company connects travelers with local tour operators and attraction providers. The platform aggregates over 100,000 activities across thousands of destinations, offering digital ticketing, supplier management tools, dynamic pricing engines, and personalized recommendations.
getyourguide.careers • HQ: Berlin, Germany • Artificial Intelligence • Analytics Platforms • Data & Analytics • Est. 2009
HQ: Berlin, Germany • Artificial Intelligence • Analytics Platforms • Data & Analytics • Est. 2009
Open 158 daysVerified live · 1 hour ago 6 months ago

Staff Data Scientist, Growth Data Products

$77k – $184k per year (Estimated) • Staff+ • Remote/Hybrid (Berlin, Germany) • Staff
Python
SQL
Databases
Databricks
Snowflake
AI/ML
MLFlow
Spark
AI Agents
DevOps
AWS
CI/CD
Kubernetes
Analytics
A/B Testing
Apply
Open 173 daysVerified live · 1 hour ago 6 months ago

Lead Product Manager, Paid Search

$82k – $177k per year (Estimated) • Lead • 7+ years expRemote/Hybrid (Berlin, Germany) • Staff
Feature Store
Apply
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HackerOne

hackerone.com
HackerOne is leading a cybersecurity platform that connects businesses with penetration testers and cybersecurity researchers. HackerOne's customers include The U.S. Department of Defense, Google, GitHub, Microsoft, Nintendo and more.
hackerone.com • HQ: San Francisco, United States • Artificial Intelligence • Cybersecurity • Penetration Testing
HQ: San Francisco, United States • Artificial Intelligence • Cybersecurity • Penetration Testing
Open 159 daysTop 25% pay 6 months ago

Senior Software Engineer, Platform

$182k – $222k per year • Equity • Senior • 5+ years expRemote/Hybrid (Seattle, Washington, Boston, Austin, United States) • Visa sponsorship • PhD • Full-Time • Senior
Ruby
Ruby
Ruby on Rails
AI/ML
ChatGPT
Claude
Claude Code
RAG
AI Agents
Anthropic
Red Teaming
AutoGen
AWS Bedrock
LangChain
Semantic Kernel
Vertex AI
Frontend
GraphQL
DevOps
AWS
Azure
GCP
AIOps
Apply
Open 169 daysTop 25% pay 6 months ago

Senior Software Engineer, AI Platform

$190k – $230k per year • Equity • Senior • 5+ years expRemote/Hybrid (Seattle, Washington, Boston, Austin, United States) • Visa sponsorship • PhD • Full-Time • Senior
Ruby
Ruby
Ruby on Rails
AI/ML
LLM
PyTorch
RAG
TensorFlow
Transformers
Anthropic
Hugging Face
Red Teaming
AI Agents
AutoGen
AWS Bedrock
Fine-tuning
LangChain
Prompt Engineering
Semantic Kernel
Vertex AI
Frontend
GraphQL
DevOps
AIOps
AWS
Azure
GCP
Apply
Open 188 daysTop 25% pay 7 months ago

Staff Software Engineer, Applied AI

$230k – $280k per year • Equity • Staff+ • 8+ years expRemote/Hybrid (Seattle, Washington, Boston, Austin, United States) • Visa sponsorship • PhD • Full-Time • Staff
Ruby
Ruby
Ruby on Rails
AI/ML
LLM
PyTorch
RAG
TensorFlow
Transformers
AI Agents
Anthropic
Red Teaming
AutoGen
AWS Bedrock
Fine-tuning
Prompt Engineering
Semantic Kernel
Vertex AI
Frontend
GraphQL
DevOps
Platform Engineering
AWS
Azure
Docker
GCP
Kubernetes
Apply
Report

Sola

sola.ai
Sola is an agentic process automation platform that makes it easy for companies to automate data entry, scraping, and processing flows using LLMs and computer vision – delivering results much faster and with less effort than traditional RPA tools.
sola.ai • New York • Data Science • Computer Vision • Artificial Intelligence
New York • Data Science • Computer Vision • Artificial Intelligence
Open 160 daysTop 25% pay 6 months ago

Software Engineer, ML Platform

$150k – $350k per year • Middle • 3+ years expIn office (New York, United States) • Relocation • Full-Time • Middle
Python
TypeScript
AI/ML
AI Agents
DSPy
Fine-tuning
PyTorch
Anthropic
Hugging Face
TensorRT
vLLM
DevOps
AWS
Kubernetes
Apply
Report

CaptivateIQ

captivateiq.com
CaptivateIQ is a software company headquartered in San Francisco, California, and was founded in 2017. The company provides a sales performance management platform that automates incentive compensation calculations, sales capacity planning, and territory management. It serves over 1,000 customers globally, ranging from mid-market firms to large enterprises, and utilizes a proprietary calculation engine to process complex commission data.
captivateiq.com • HQ: San Francisco, United States • Analytics Platforms • FinTech • Financial Services • Business Process Automation (BPA) • Software • Sales Enablement • Sales & Marketing • Data & Analytics • Est. 2017
HQ: San Francisco, United States • Analytics Platforms • FinTech • Financial Services • Business Process Automation (BPA) • Software • Sales Enablement • Sales & Marketing • Data & Analytics • Est. 2017
Open 160 daysTop 25% pay 6 months ago

Senior Software Engineer - AI Platform (East Coast)

$155k – $225k per year • Senior • 5+ years exp • Remote (United States) • Full-Time • Senior
Python
TypeScript
JavaScript
Python
Django
AI/ML
LLM
AI Agents
Function Calling
Model Context Protocol
LangChain
LangGraph
LangSmith
Weights & Biases
Frontend
React.js
Design
Figma
Apply
Report
MLOps Jobs - Remote & On-site
Frequently asked questions
How many MLOps jobs are available on Alion?
There are currently 8039 active listings from 2388 hiring companies on Alion, refreshed daily.
What salary do MLOps jobs pay?
The average salary is around $211,057 per year based on the current listings.
Are remote options available for MLOps jobs?
Yes, many of these roles offer remote or hybrid work, and you can filter listings by remote, relocation and visa sponsorship.
How do I apply for MLOps jobs?
Open any listing on Alion and apply directly with the employer through the provided link - no lengthy sign-up required.