Ai-ml Engineer 6 to 10 Years pune
3 days ago
Must Have:
- Must have 6 to 10 years exp
**Requirements**:
- Experience: 6 to 10 years of strong experience in AI model development.
- Expertise in AI, specifically in deep learning, computer vision, and real-time image processing.
- Experience with machine learning frameworks ( **TensorFlow, PyTorch**) and familiarity with convolutional neural networks ( **CNNs**), and generative models like GANs, and Transformer architecture, which are commonly used in medical image analysis. Expertise in Python
- Experience in optimization algorithms like quantization, pruning, distillation, and factorization
- Experience leveraging, fine-tuning, and deploying open-source [ **github, huggingface**] ML models in ML domains including computer vision, audio, language
- Working knowledge in **3D image visualization**, OpenGL/DirectX/Python.
- Strong understanding of software engineering principles.
- Experience with data preprocessing, augmentation, and working with large-scale datasets.
- Experience in python training ML models on large datasets
- Experience interpreting training results (training loss, validation loss) and other metrics to ensure high accuracy and prevent overfitting
- Excellent problem-solving, project management, and leadership skills.
Good to have:
- Experience in Qt, C/C++, Gstreamer
- Familiarity with cloud platforms (e.g., AWS, Azure) and containerization (e.g., Docker, Kubernetes).
- Experience in Edge-AI optimizations like OpenVINO, NvidiaTensorRT
- Experience in implementing risk management processes in compliance with ISO 14971 (Application of Risk Management to Medical Devices).
- Experience in GMLP for medical device development principles
- Experience in data collection practices that comply with FDA guidance on AI/ML-based SaMD
- Good Team player
- Good to have medical domain exp but not must to have
- Exp in working in Agile projec
**Job Description - Grade Specific**:
- Is highly respected, experienced and trusted. Masters all phases of the software development lifecycle and applies innovation and industrialization. Shows a clear dedication and commitment to business objectives and responsibilities and to the group as a whole. Operates with no supervision in highly complex environments and takes responsibility for a substantial aspect of Capgemini’s activity. Is able to manage difficult and complex situations calmly and professionally. Considers ‘the bigger picture’ when making decisions and demonstrates a clear understanding of commercial and negotiating principles in less-easy situations. Focuses on developing long term partnerships with clients. Demonstrates leadership that balances business, technical and people objectives. Plays a significant part in the recruitment and development of people.
**Skills (competencies)**:
- Verbal Communication
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