Full Stack Architect
Hire IT People
Pittsburgh, PA, United States
3 months ago
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Role details
Contract type
Temporary contract
Employment type
Full-time (> 32 hours)
Experience level
Experienced
Experience required
4 years minimum
Working hours
Regular working hours
Job source
Tech stack
Mxnet
Java (Programming Language)
Application Programming Interfaces (APIs)
Design of User Interfaces
Python (Programming Language)
Machine Learning
Node.Js
Tensorflow
Software Engineering
Pytorch
ReactJS
Deep Learning
+6 more
Generative AI
Vue.js
AngularJS
Information Technology
Variational Autoencoders
Data Pipelines
Job description
- Design, develop, and deploy generative AI models and systems across the full stack, from data pipelines to front-end applications.
- Collaborate with data scientists, machine learning engineers, and software engineers to define and execute the technical roadmap for generative AI projects.
- Lead the architecture and design of generative AI systems, ensuring scalability, performance, and reliability.
- Develop and implement best practices for generative AI model development, deployment, and monitoring.
- Stay up-to-date on the latest advancements in generative AI research and apply them to our products and services.
- Communicate effectively with technical and non-technical stakeholders to ensure alignment on generative AI initiatives.
- Design generative AI models and outputs seamlessly into user interfaces.
- Stay up-to-date on the latest front-end frameworks and libraries (e.g., React, Vue.js, Angular) and apply them to generative AI projects.
- Optimize front-end performance and responsiveness for various platforms and devices.
- Collaborate with designers and UI/UX experts to ensure a consistent and intuitive user experience.
- Design robust and scalable back-end APIs for generative AI models.
- Implement efficient data pipelines to feed data to and extract outputs from generative AI models.
- Choose and optimize backend technologies (e.g., Python, Java, Node.js) based on model requirements and system limitations.
- Ensure the security and reliability of generative AI systems in production.
Requirements
- Masters degree or bachelors degree in computer science, Machine Learning, or a related field, or equivalent experience.
- 12+ years of experience in software engineering, with a focus on full-stack development.
- 4+ years of experience with generative AI models and techniques, such as GANs, VAEs, and autoregressive models.
- Strong understanding of deep learning frameworks, such as TensorFlow, PyTorch, or MXNet.
- Excellent communication, collaboration, and problem-solving skills.
- Ability to work independently and as part of a team.
- Strong passion for generative AI and its potential to transform the world.
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