Part-Time Full Stack AI/ML Engineer
Description
I’m building a product that relies on cutting-edge reinforcement learning and I need a hands-on engineer who can take the idea from raw data all the way to a production-ready service. The role is part-time and fully remote, but I’m looking for someone who treats ownership seriously and can commit to regular weekly check-ins. Here’s what the work looks like day-to-day: • Data preprocessing
- design robust ETL pipelines, clean and transform large structured and unstructured datasets, and set up automated data validation. • Model development
- research and implement reinforcement learning algorithms, experiment quickly, tune hyperparameters, and evaluate against clear success metrics. • Integration with existing systems
- wrap trained models behind REST/GraphQL endpoints, containerise (Docker/Kubernetes), and wire everything into my current Python micro-services stack on AWS. Everything is Python-first, so fluency with PyTorch or TensorFlow, pandas, NumPy, and popular RL libraries (Stable-Baselines3, Ray RLlib, or similar) is expected. Familiarity with CI/CD (GitHub Actions), infrastructure-as-code, and basic DevOps will make collaboration smoother. Deliverables I’m expecting:
- Reproducible training pipeline with documented code.
- Baseline RL model that reaches the agreed-upon performance benchmark.
- API or service that exposes inference endpoints and plugs seamlessly into my system.
- Short deployment guide plus key findings from experiments. I’ll define small milestones so we can iterate rapidly and keep scope under control. If you enjoy end-to-end responsibility and like solving real-world problems with reinforcement learning, I’d love to work together.
Skills
MLMicroservicesPytorchGraphQLContinuous IntegrationDockerAPIETLPyTorchAutomationAmazon Web ServicesTensorflowReinforcement LearningRESTExperimentationGraphqlMetricsNumPyPython (Programming Language)AWSGithubPandasPythonExtract Transform Load (ETL)Data ValidationAlgorithmsTensorFlowReproducibilityMachine LearningGitHub ActionsArtificial IntelligenceInfrastructure ManagementAIKubernetesCI/CDApplication Programming Interfaces (APIs)DevOpsGitHubRaw Data
Want AI to find more roles like this?
Upload your CV once. Get matched to relevant assignments automatically.