This role demands deep hands-on expertise with Databricks Machine Learning, MLflow, and a broad suite of AWS services to build scalable, production-grade ML systems. The ideal candidate will partner ...
This role demands deep hands-on expertise with Databricks Machine Learning, MLflow, and a broad suite of AWS services to build scalable, production-grade ML systems. The ideal candidate will partner ...
Machine Learning Engineer
Dayton, OH · On-site
Required : • Strong hands on experience with Core ML & Stats (optimization, supervised unsupervised learning) • NLP (semantic search, embeddings, text modeling) • MLOps (MLflow, Kubeflow ...
Machine Learning Engineer
Dayton, OH · On-site
Required : • Strong hands on experience with Core ML & Stats (optimization, supervised unsupervised learning) • NLP (semantic search, embeddings, text modeling) • MLOps (MLflow, Kubeflow ...
Data Engineer
Columbus, OH · On-site
$110K - $132K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Data Engineer
Columbus, OH · On-site
$110K - $132K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Data Engineer
Bowling Green, OH · On-site
$107K - $129K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Data Engineer
Bowling Green, OH · On-site
$107K - $129K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Data Engineer
Cleveland, OH · On-site
$110K - $133K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Data Engineer
Cleveland, OH · On-site
$110K - $133K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Machine Learning Engineer
Cincinnati, OH · On-site
Preferred Skills • Experience with MLflow, SageMaker, Azure ML or similar MLOps platforms. • Knowledge of Docker, Kubernetes, Spark, or Ray. • Experience with LLMs, Deep Learning, Transformers ...
Machine Learning Engineer
Cincinnati, OH · On-site
Preferred Skills • Experience with MLflow, SageMaker, Azure ML or similar MLOps platforms. • Knowledge of Docker, Kubernetes, Spark, or Ray. • Experience with LLMs, Deep Learning, Transformers ...
$97K - $128K/yr
Experience with PySpark, MLflow, Databricks Workflows, Unity Catalog, Databricks SQL, or similar tooling is strongly preferred * Familiarity with enterprise AI patterns such as RAG, agents, model ...
$97K - $128K/yr
Experience with PySpark, MLflow, Databricks Workflows, Unity Catalog, Databricks SQL, or similar tooling is strongly preferred * Familiarity with enterprise AI patterns such as RAG, agents, model ...
Data Engineer
Toledo, OH · On-site
$112K - $135K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Data Engineer
Toledo, OH · On-site
$112K - $135K/yr
... MLflow, W&B, or similar) Comfortable with Docker and cloud infrastructure (AWS or GCP) Solid grasp of ML storage formats: Parquet, HDF5, JSON Lines
Director, Model Engineering & Operations
Dayton, OH · On-site
$136 - $237/hr
Own the end-to-end MLOps lifecycle on Databricks: feature engineering and feature store design, model training and versioning (MLflow), CI/CD for ML pipelines, deployment patterns (batch, real-time ...
Director, Model Engineering & Operations
Dayton, OH · On-site
$136 - $237/hr
Own the end-to-end MLOps lifecycle on Databricks: feature engineering and feature store design, model training and versioning (MLflow), CI/CD for ML pipelines, deployment patterns (batch, real-time ...
Director, Model Engineering & Operations
Dayton, OH · On-site
$237K/yr
Own the end-to-end MLOps lifecycle on Databricks: feature engineering and feature store design, model training and versioning (MLflow), CI/CD for ML pipelines, deployment patterns (batch, real-time ...
Director, Model Engineering & Operations
Dayton, OH · On-site
$237K/yr
Own the end-to-end MLOps lifecycle on Databricks: feature engineering and feature store design, model training and versioning (MLflow), CI/CD for ML pipelines, deployment patterns (batch, real-time ...
Director, Model Engineering & Operations
Dayton, OH · On-site +1
Own the end-to-end MLOps lifecycle on Databricks: feature engineering and feature store design, model training and versioning (MLflow), CI/CD for ML pipelines, deployment patterns (batch, real-time ...
Director, Model Engineering & Operations
Dayton, OH · On-site +1
Own the end-to-end MLOps lifecycle on Databricks: feature engineering and feature store design, model training and versioning (MLflow), CI/CD for ML pipelines, deployment patterns (batch, real-time ...
Amazon CloudWatch, LangSmith, Langfuse, MLflow, or OpenTelemetry * Experience designing evaluation frameworks (MLFlow, DeepEval, LLM-as-judge, multi-turn regression) * Fluency with Git, Docker, and ...
Amazon CloudWatch, LangSmith, Langfuse, MLflow, or OpenTelemetry * Experience designing evaluation frameworks (MLFlow, DeepEval, LLM-as-judge, multi-turn regression) * Fluency with Git, Docker, and ...
Work with workflow and modeling tools such as Luigi, Airflow, Celery, MLflow, H2O, scikit-learn, Optuna, and LightGBM, as well as Python development tools such as Pydantic, FastAPI, uv, ruff, and ...
Work with workflow and modeling tools such as Luigi, Airflow, Celery, MLflow, H2O, scikit-learn, Optuna, and LightGBM, as well as Python development tools such as Pydantic, FastAPI, uv, ruff, and ...
Machine Learning Engineer
Cleveland, OH · On-site
$95K - $130K/yr
Preferred Skills • Experience with MLflow, SageMaker, Azure ML or similar MLOps platforms. • Knowledge of Docker, Kubernetes, Spark, or Ray. • Experience with LLMs, Deep Learning, Transformers ...
Machine Learning Engineer
Cleveland, OH · On-site
$95K - $130K/yr
Preferred Skills • Experience with MLflow, SageMaker, Azure ML or similar MLOps platforms. • Knowledge of Docker, Kubernetes, Spark, or Ray. • Experience with LLMs, Deep Learning, Transformers ...
Machine Learning Engineer
Cleveland, OH · On-site
$95K - $130K/yr
Experience with MLflow, SageMaker, Azure ML or similar MLOps platforms. * Knowledge of Docker, Kubernetes, Spark, or Ray. * Experience with LLMs, Deep Learning, Transformers, Vector Databases, and ML ...
Quick apply
Machine Learning Engineer
Cleveland, OH · On-site
$95K - $130K/yr
Experience with MLflow, SageMaker, Azure ML or similar MLOps platforms. * Knowledge of Docker, Kubernetes, Spark, or Ray. * Experience with LLMs, Deep Learning, Transformers, Vector Databases, and ML ...
ML Engineer
Columbus, OH · On-site
Strong experience with MLOps tools including MLflow, Kubeflow, SageMaker, or Vertex AI . * Experience implementing CI/CD pipelines for machine learning applications. * Experience designing scalable ...
ML Engineer
Columbus, OH · On-site
Strong experience with MLOps tools including MLflow, Kubeflow, SageMaker, or Vertex AI . * Experience implementing CI/CD pipelines for machine learning applications. * Experience designing scalable ...
HF Software Engineer
Fairborn, OH · On-site
General experience with Artificial Intelligence/Machine Learning technologies, such as Tensorflow, PyTorch, LangChain, vLLM, PyTorch Lightning, SK Learn, LibreChat, Streamlit, KubeFlow, MLFlow ...
Quick apply
HF Software Engineer
Fairborn, OH · On-site
General experience with Artificial Intelligence/Machine Learning technologies, such as Tensorflow, PyTorch, LangChain, vLLM, PyTorch Lightning, SK Learn, LibreChat, Streamlit, KubeFlow, MLFlow ...
HF Software Engineer
Fairborn, OH · On-site
... MLFlow, Bedrock, Fast API, Tune, Ray Train, Safe Tensors, and/or ONNX • Kubernetes Certified Application Developer (CKAD) and Certified Kubernetes Administrator (CKA) certifications are highly ...
HF Software Engineer
Fairborn, OH · On-site
... MLFlow, Bedrock, Fast API, Tune, Ray Train, Safe Tensors, and/or ONNX • Kubernetes Certified Application Developer (CKAD) and Certified Kubernetes Administrator (CKA) certifications are highly ...
HF Software Engineer
Fairborn, OH · On-site
... MLFlow, Bedrock, Fast API, Tune, Ray Train, Safe Tensors, and/or ONNX • Kubernetes Certified Application Developer (CKAD) and Certified Kubernetes Administrator (CKA) certifications are highly ...
HF Software Engineer
Fairborn, OH · On-site
... MLFlow, Bedrock, Fast API, Tune, Ray Train, Safe Tensors, and/or ONNX • Kubernetes Certified Application Developer (CKAD) and Certified Kubernetes Administrator (CKA) certifications are highly ...
... MLFlow, Bedrock, Fast API, Tune, Ray Train, Safe Tensors, and/or ONNX • Kubernetes Certified Application Developer (CKAD) and Certified Kubernetes Administrator (CKA) certifications are highly ...
... MLFlow, Bedrock, Fast API, Tune, Ray Train, Safe Tensors, and/or ONNX • Kubernetes Certified Application Developer (CKAD) and Certified Kubernetes Administrator (CKA) certifications are highly ...
Mlflow information
What is the difference between Mlflow vs Data Scientist?
| Aspect | Mlflow | Data Scientist |
|---|---|---|
| Required Credentials | Knowledge of machine learning tools, Python, and data management | Degree in Data Science, Statistics, or related field; programming skills |
| Work Environment | Data science teams, machine learning projects, software development | Research, data analysis, model development, cross-functional teams |
| Employer & Industry Usage | Tech companies, AI startups, data-driven organizations | Various industries including tech, finance, healthcare, and retail |
While Mlflow is a platform for managing the machine learning lifecycle, a Data Scientist focuses on analyzing data and building models. Mlflow tools support Data Scientists in tracking experiments, but the roles differ in scope and responsibilities.
What are popular job titles related to Mlflow jobs in Ohio?
For Mlflow jobs in Ohio, the most frequently searched job titles are:
What job categories do people searching Mlflow jobs in Ohio look for?
The top searched job categories for Mlflow jobs in Ohio are:
What cities in Ohio are hiring for Mlflow jobs?
Cities in Ohio with the most Mlflow job openings:

Contractor
Posted 26 days ago
Job description
Inabia is seeking an MLOps Engineer (Databricks/AWS) to design, develop, and maintain end-to-end machine learning operations pipelines on Databricks running on AWS. This role demands deep hands-on expertise with Databricks Machine Learning, MLflow, and a broad suite of AWS services to build scalable, production-grade ML systems. The ideal candidate will partner closely with Data Scientists, Data Engineers, and Platform Engineering teams to productionize models and ensure robust, governed, and cost-efficient deployments.
Locations: Columbus, OH - Dallas, TX - Atlanta, GA (Onsite only)
Responsibilities
- Design, develop, and maintain end-to-end MLOps pipelines on Databricks running on AWS.
- Build and automate machine learning workflows covering data preparation, feature engineering, model training, evaluation, deployment, and monitoring.
- Deploy and manage ML models using MLflow Model Registry and Databricks Model Serving.
- Develop and maintain CI/CD pipelines for ML solutions across development, staging, and production environments.
- Collaborate with Data Scientists to productionize machine learning models and ensure reliable, repeatable deployments.
- Monitor model health, prediction quality, data drift, and system performance, and implement automated retraining strategies where required.
- Optimize Databricks workloads for performance, scalability, and cost efficiency.
- Implement Infrastructure as Code using Terraform to provision and manage Databricks and AWS resources.
- Ensure platform security, governance, and compliance using Unity Catalog and AWS IAM.
- Troubleshoot production issues, perform root cause analysis, and continuously improve platform reliability.
- Document MLOps processes, deployment standards, and operational best practices.
Key Qualifications
- 10+ years of relevant experience in MLOps or a closely related data/ML engineering discipline.
- Strong hands-on experience with Databricks Machine Learning.
- Proficiency in Python, PySpark, and SQL for developing and operationalizing machine learning solutions.
- Hands-on experience with MLflow for experiment tracking, model registry, model versioning, and lifecycle management.
- Experience deploying and managing machine learning models using Databricks Model Serving and batch inference pipelines.
- Strong understanding of the end-to-end ML lifecycle, including feature engineering, training, validation, deployment, monitoring, and retraining.
- Experience building scalable ML pipelines using Databricks Workflows and Delta Lake.
- Hands-on experience with AWS services including S3, IAM, EC2, Lambda, ECR, ECS/EKS, CloudWatch, and Secrets Manager.
- Experience implementing CI/CD pipelines for Databricks and ML workloads using Git, Bitbucket, Jenkins, and Databricks Asset Bundles (DAB).
- Experience with infrastructure automation using Terraform.
- Strong understanding of Apache Spark architecture, optimization, and distributed data processing.
- Experience working with Unity Catalog for governance, security, and access management.
- Knowledge of model monitoring, data drift detection, and automated retraining strategies.
- Understanding of MLOps best practices including reproducibility, versioning, testing, and governance.
- Excellent analytical, problem-solving, and communication skills.
Preferred Qualifications
- Experience with multi-environment Databricks deployments spanning development, staging, and production.
- Familiarity with cost optimization strategies for large-scale Databricks and AWS workloads.
- Prior experience documenting MLOps operational standards for cross-functional teams.
About Inabia Software & Consulting
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