SatSure - Machine Learning Researcher - Deep Learning

3 days ago


Bangalore, Karnataka, India SatSure Analytics India Pvt. Ltd. Full time

Role & Responsibilities :

- To Implement deep-learning models and/or frameworks that can be used in scene/semantic/panoptic segmentation, object classification, and synthetic data generation using High-Resolution Earth Observation Data.

- To Design and implement performance evaluation frameworks for incremental and step-function improvements.

- To Explore and develop new methods for improving detection/classification performance.

- To Build models monitoring and active learning pipelines to address the target and data shifts happening in the domain.

- To Build models to solve open research problems on complex image preprocessing, computer vision, object identification, segmentation, change monitoring, multi-source data fusion, etc from High-Resolution Earth Observation data sources.

- To Define and implement performance metrics for the research problems and be very methodical / organized with experiment management and performance evaluations.

Qualifications :

- Master's degree or PhD in Engineering, Statistics, Mathematics or Computer Science, Machine Learning / Deep Learning domains.

- 4-5 years of industrial experience in machine learning-based data product research and development in addition to a relevant educational background in the field of Computer Science, Mathematics, Engineering, or Machine Learning.

Must-Have :

- Experience with tools/frameworks from theoretical and practical aspects of computer science and ML/DL.

- This includes calculus, probability, statistics, learning theory, etc.

- Prior experience and core foundational knowledge on working with statistical modeling techniques and deep learning fundamentals, such as CNN, RNN, Transformers, GANs, etc include sequence networks eg LSTMs

- Proficiency in Python or C++, with hands-on experience in using ML frameworks such as Tensorflow/Pytorch, Pytorch Lightning, MxNet, etc .

Good to Have :

- Ability to design, develop, and optimize for machine learning/ deep learning models.

- Knowledge of the application of ML for earth observation data is good to have.

- Appetite for research and implementing innovative solutions for complex problem.

Benefits :

- Medical Health Cover for you and your family including unlimited online doctor consultations.

- Access to mental health experts for you and your family.

- Dedicated allowances for learning and skill development.

- Comprehensive leave policy with casual leaves, paid leaves, marriage leaves, bereavement leaves.

- Twice a year appraisal

(ref:hirist.tech)

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