Full Stack Reinforcement Learning (RL) Engineer Specialist - Freelance Project

Invisible Agency; Teletrabalho; BRL 120.000 - 160.000; Tempo parcial

Resumo da oferta

A leading technology contractor in Brazil seeks a Full Stack Reinforcement Learning Engineer for a freelance project. The role involves designing and implementing reinforcement learning systems, contributing to both backend services and frontend interfaces, and integrating models into production systems. Ideal candidates have 3+ years in ML systems, with familiarity in RL environments and a solid understanding of containerization. Competitive pay starting at $30 per hour will be offered based on experience.

Qualificações

• 3+ years experience building and deploying ML systems, with 1+ year on reinforcement learning.
• Experience with backend and frontend components of production-grade systems.
• Familiarity with RL libraries and environments; engage with stakeholders.

Responsabilidades

• Design and implement reinforcement learning systems for projects.
• Develop RL models and pipelines tailored to optimization problems.
• Integrate RL models into production systems and APIs.

Conhecimentos

Reinforcement Learning

Backend Development

Frontend Development

Machine Learning Systems

Stakeholder Engagement

Ferramentas

OpenAI Gym

FastAPI

React

AWS

Descrição da oferta de emprego

Full Stack Reinforcement Learning (RL) Engineer Specialist - Freelance Project

What You’ll Do Support projects by designing and implementing reinforcement learning systems that bridge research and deployment. Work across the stack to contribute to both backend services and frontend interfaces that enable RL-driven applications.

• Develop RL Models and Pipelines: Design, train, and evaluate reinforcement learning models tailored to dynamic environments and optimization problems.
• Application Integration: Collaborate with engineers and data scientists to integrate RL models into production systems and interfaces, ensuring usability and performance.
• Full Stack Contribution: Contribute to backend services, APIs, and React-based frontends supporting RL experiments and applications.
• Data Exploration and Experimentation: Work with large-scale datasets and simulation environments to inform model development and evaluation.

What We Need

Professional Experience:

• 3+ years of experience building and deploying ML systems, with at least 1+ year focused on reinforcement learning.
• Background contributing to both backend and frontend components of production-grade systems.
• Experience engaging with stakeholders or project teams to refine requirements and translate into technical deliverables.

Technical Expertise:

• Familiarity with RL libraries and environments (e.g., OpenAI Gym, RLlib, Stable Baselines, custom simulators).
• Experience with backend frameworks (FastAPI, Flask, or similar) and frontend frameworks (React, Vue, or similar).
• Comfort with containerization and cloud environments (GCP, AWS, or similar).
• Understanding of distributed training, scaling RL systems, and experiment tracking.
• Ability to produce clean, modular, and testable code in collaborative environments.

Important:

We offer a pay range of $30+ per hour, with the exact rate determined after evaluating your experience, expertise, and geographic location. Final offer amounts may vary from the pay range listed above. As a contractor you’ll supply a secure computer and high‑speed internet; company‑sponsored benefits such as health insurance and PTO do not apply.

All candidates must pass an interview as part of the contracting process.