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
Click
here to apply!
|