Machine Learning/Deep Learning Engineer
5 days ago
Position Overview:
- We are seeking a highly skilled and motivated Machine Learning/Deep Learning Engineer with expertise in neural network development, GenAI technologies, and cloud-native deployment on AWS.
- This role will be instrumental in designing, training, and deploying advanced AI models across text, image, and audio domains, while also managing scalable cloud infrastructure and APIs.
Key Responsibilities
Deep Learning & Neural Networks
- Design and implement deep learning models using TensorFlow, PyTorch, and transformer architectures.
- Fine-tune pre-trained models for domain-specific tasks involving text, image, or audio datasets.
- Optimize and deploy models on NVIDIA GPU hardware (e.g., A100, H100) for high-performance inference.
- Develop LLMOps context aware pipelines for chat applications using python frameworks.
- Collaborate with data scientists and product teams to integrate models into production systems.
API Development & Integration
- Develop and maintain RESTful and gRPC APIs for model serving and data access.
- Manage the full API lifecycle, including versioning, documentation, and security.
- Integrate APIs with internal and external applications using FastAPI or similar Python frameworks.
AWS Cloud Engineering
- Create and manage AWS Container Apps, Container Registries, and Docker images.
- Deploy and monitor AWS Web Apps for hosting AI services and dashboards.
- Automate CI/CD pipelines using GitHub Actions for seamless deployment and updates.
Required Qualifications
- 2+ years of experience in Python development with a focus on deep learning.
- Hands-on experience with transformers, Hugging Face, and custom model training.
- Proven track record of deploying models on GPU-based infrastructure.
- Strong understanding of API design principles and microservices architecture.
- Experience with AWS cloud services, Docker, and GitHub Actions.
- Excellent problem-solving skills and ability to work in a fast-paced, collaborative environment.
Preferred Qualifications
- Experience with multi-modal models or generative AI applications.
- Familiarity with MLOps tools and practices.
- Contributions to open-source AI projects or publications in relevant fields.
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