Innovative Solutions · 2 days ago
Machine Learning Architect
Innovative Solutions is seeking a Machine Learning Architect to join their Professional Services team. The role involves designing, deploying, and optimizing machine learning solutions on AWS while mentoring team members and advising clients on best practices in data and ML lifecycle.
Cloud ComputingComputerSoftwareWeb Design
Responsibilities
Designing, implementing, and maintaining end-to-end ML architecture using AWS services
Leading data acquisition, cleaning, and transformation workflows using AWS Glue and Lambda
Building scalable data pipelines to feed ML models with high-quality, production-grade data
Collaborating with data engineers and scientists to optimize model input/output processes
Deploying and managing models using SageMaker endpoints, pipelines, and the model registry
Selecting appropriate AWS storage and database services (S3, RDS, Redshift) to support ML use cases
Developing automated workflows for model training, evaluation, and retraining using Step Functions and MLOps best practices
Assisting clients in migrating legacy ML solutions to cloud-native platforms
Troubleshooting data pipeline and model deployment issues
Participating in project planning, client meetings, and delivery reviews
Contributing to internal R&D projects that evaluate new AWS ML and data services
Mentoring junior team members on data modeling, ML deployment, and data architecture best practices
Remaining up to date with ML, AI, and data technology trends
Advising clients on responsible AI practices, data governance, and compliance in model development
Qualification
Required
5+ years of professional IT or software engineering experience
2+ years of hands-on AWS experience in ML and data workloads
At least one AWS Certification (preferably Machine Learning – Specialty or Solutions Architect – Professional)
Experience with Amazon SageMaker: model training, hosting, custom containers, and Pipelines
Proficiency with SageMaker Studio for end-to-end ML development
Strong knowledge of AWS data services: Amazon S3 for storing training datasets and artifacts, AWS Glue for ETL and data cataloging, Amazon RDS/Aurora and Redshift for structured data and analytics
Familiarity with streaming data and batch processing using Lambda, Step Functions, or Kafka
Proficiency in Python and frameworks such as Scikit-Learn, TensorFlow, PyTorch, and Pandas
Experience with NLP and CV services like Amazon Comprehend and Rekognition
Strong SQL skills and familiarity with both relational and NoSQL data stores
Knowledge of data modeling, dimensional modeling, and building feature stores
Experience designing and implementing MLOps workflows, CI/CD, and monitoring practices
Understanding of data privacy, model drift, bias detection, and explainability techniques
Preferred
Bonus: Experience working with big data platforms like Apache Spark, EMR, or Lake Formation
Company
Innovative Solutions
Innovative Solutions is a web design company focusing on helping every small to midsize business.
H1B Sponsorship
Innovative Solutions has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2021 (1)
2020 (1)
Funding
Current Stage
Growth StageTotal Funding
$60M2022-03-02Series Unknown· $60M
Recent News
2025-12-01
Company data provided by crunchbase