Data Scientist Computer Vision
- Esri India
- 3 - 7 years
- Delhi, NCR
- 2 months ago
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Job Description
OverviewEsri is the world leader in geographic information systems (GIS) and developer of ArcGIS, the leading mapping and analytics software used in 75 percent of Fortune 500 companies
At the Esri R&D Center-New Delhi, we are applying cutting-edge AI and deep learning techniques to revolutionize geospatial analysis and derive insight from imagery and location data
We are passionate about applying data science and artificial intelligence to solve some of the worlds biggest challenges
Our team develops tools, APIs, and AI models for geospatial analysts and data scientists, enabling them to leverage the latest research in spatial data science, AI and geospatial deep learning
As a Data Scientist, you will develop deep learning models using libraries such as PyTorch and create APIs and tools for training and deploying them on satellite imagery
If you are passionate about deep learning applied to remote sensing and GIS, developing AI and deep learning models, and love maps or geospatial datasets/imagery, this is the place to be!
Responsibilities
Develop tools, APIs and pretrained models for geospatial AI
Integrate ArcGIS with popular deep learning libraries such as PyTorch
Develop APIs and model architectures for computer vision and deep learning applied to geospatial imagery
Author and maintain geospatial data science samples using ArcGIS and machine learning/deep learning libraries
Curate and pre/post-process data for deep learning models and transform it into geospatial information
Perform comparative studies of various deep learning model architectures
Requirements
2 to 6 years of experience with Python, in data science and deep learning
Self-learner with coursework in and extensive knowledge of machine learning and deep learning
Experience with Python machine learning and deep learning libraries such as PyTorch, Scikit-learn, NumPy, Pandas
Expertise in one or more of the following areas:
Traditional and deep learning-based computer vision techniques with the ability to develop deep learning models for computer vision tasks (image classification, object detection, semantic and instance segmentation, GANs, super-resolution, image inpainting, and more)
Convolutional neural networks such as VGG, ResNet, Faster R-CNN, Mask R-CNN, and others
Transformer models applied to computer vision
Expertise in 3D deep learning with Point Clouds, meshes, or Voxels with the ability to develop 3D geospatial deep learning models, such as PointCNN, MeshCNN, and more
Experience in data visualization in Jupyter Notebooks using matplotlib and other libraries
Experience with hyperparameter-tuning and training models to a high level of accuracy
Bachelor's in computer science, engineering, or related disciplines from IITs and other top-tier engineering colleges
Existing work authorization for India
Recommended Qualifications
Experience applying deep learning to satellite or medical imagery or geospatial datasets
Familiarity with ArcGIS suite of products and concepts of GIS
About Esri
At Esri, diversity is more than just a word on a map
When employees of different experiences, perspectives, backgrounds, and cultures come together, we are more innovative and ultimately a better place to work
We believe in having a diverse workforce that is unified under our mission of creating positive global change
We understand that diversity, equity, and inclusion is not a destination but an ongoing process
We are committed to the continuation of learning, growing, and changing our workplace so every employee can contribute to their lifes best work
Our commitment to these principles extends to the global communities we serve by creating positive change with GIS technology
For more information on Esris Racial Equity and Social Justice initiatives, please visit our website here
If you dont meet all of the preferred qualifications for this position, we encourage you to still apply!
Esri is an equal opportunity employer (EOE) and all qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability status, protected veteran status, or any other characteristic protected by law
If you need reasonable accommodation for any part of the employment process, please email as*******s@es*i com and let us know the nature of your request and your contact information
Please note that only those inquiries concerning a request for reasonable accommodation will be responded to from this e-mail address
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We are committed to respecting your privacy by providing transparency in how we acquire and use your information, giving you control of your information and preferences, and holding ourselves to the highest national and international standards, including CCPA and GDPR compliance
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Job Classification
Industry: IT Services & ConsultingFunctional Area / Department: Data Science & Analytics
Role Category: Data Science & Machine Learning
Role: Full Stack Data Scientist
Employement Type: Full time
Contact Details:
Company: Esri IndiaLocation(s): Delhi, NCR
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Keyskills: pandas deep learning 3d python data science scikit-learn numpy
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