AI Model Developer
4 weeks ago
Job Summary
FIDIUS Advisory is seeking a skilled AI Model Developer to join our team. As a key member of our machine learning department, you will be responsible for developing and fine-tuning state-of-the-art machine learning models to automate image editing workflows.
Key Responsibilities
- Research and develop machine learning models for image editing tasks, including object detection, segmentation, and image generation.
- Leverage generative AI models, such as GANs, Diffusion models, and Transformers, to automate the creation of banners, product shoots, and other creative formats.
- Fine-tune and optimize generative AI models for specific use cases and datasets.
- Design and implement multi-model deployments in a containerized environment, leveraging orchestration tools like Docker and Kubernetes.
- Configure and maintain systems for monitoring and alerting of ML services and infrastructure.
- Integrate real-time data streaming and processing components, such as Apache Kafka, to enable efficient and scalable data pipelines.
Requirements
- Solid understanding of generative AI models, including GANs, Diffusion models, Transformers, Stable Diffusion, and ControlNet.
- Experience with platforms like Automatic1111 and ComfyUI.
- Prior experience in fine-tuning GAN models and LoRAs using prepared datasets.
- Optimise and deploy generative models in production environments.
- In-depth knowledge of computer vision algorithms and image processing techniques.
- Proven experience with common computer vision tasks, such as object detection, image segmentation, and tracking.
Good To Have
- Experience with containerization technologies (e.g., Docker) and orchestration tools (e.g., Kubernetes).
- Experience with frameworks like Triton Inference Server, TorchServe etc.
- Familiarity with monitoring tools like Prometheus and Grafana is a plus.
- Experience with data streaming platforms like Apache Kafka is preferred.
- A good understanding of cloud computing platforms is an advantage.
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