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Deep Learning Engineer - Computer Vision

Company: VELMENI
Location: Stratford
Posted on: May 12, 2022

Job Description:

Velmeni is a Silicon Valley startup with HQ in Sunnyvale, CA, and a strategic development center in Orlando, FL. Velmeni optimizes predictive care for patients and providers powered by AI. -
Position / Title: Deep Learning Engineer - Computer Vision -Purpose: Develop and Deploy Models for Velmeni's Digital Platform -
Key Responsibilities: ---- Designing, training, and testing deep-learning models for image detection tasks. --- Work collaboratively with data annotation and infrastructure teams to deploy models and monitor model degradation. ---- Perform data engineering, including data curation, ingestion, and normalization. --- Provide weekly model-building updates and result analyses to key stakeholders. --- Take ownership of the model-building process, and be ready to explain and defend model choices, training procedures, and model behaviors to key stakeholders. -
Desired Profile -Experience ---- 4+ years of hands-on experience building convolutional neural networks, working with/fine-tuning pre-trained models, and experimenting with model architectures. Can you fine-tune the last 3 layers of a pre-trained ResNet? ---- Strong theoretical and practical experiences in building deep-learning-based solutions for image classification, localization, and segmentation. Why do we want to use Integrated Gradient? ---- Fluent with deep learning frameworks such as TensorFlow, PyTorch, and HuggingFace for vision. Can you quickly build a training loop with PyTorch? ---- Fluent with Python, as well as experience with packages such as NumPy, pandas, scikit-learn, matplotlib, and OpenCV. ---- Experience with model deployment in Azure/AWS cloud environments. --- Understanding in DevOps, writing microservices using Dockers and Kubernetes. --- Enjoy reading technical deep learning papers and get excited about the future of AI and healthcare. -
Great to Have ---- Experience in healthcare imaging and working with radiograph images. --- Experience with distributed model training. ---- Experience with 3D medical imaging. ---- Model pruning or distillation

Keywords: VELMENI, Visalia , Deep Learning Engineer - Computer Vision, IT / Software / Systems , Stratford, California

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