Data Scientist Leader
2 weeks ago
As a senior data scientist at Cygnet Infotech, you will be leading our machine learning team to create innovative products and solutions. The ideal candidate should have at least 6-12 years of experience in machine learning and have delivered commercial-grade products. You will be responsible for leading all processes from data collection, cleaning, and pre-processing, to training models and deploying them to production. Your expertise in AI and ability to stay up-to-date with the latest developments in the field will be essential in driving our centre of excellence group.
Responsibilities:
- Develop models that help achieve business objectives, along with metrics to track their progress
- Manage available resources such as hardware, data, and personnel to meet deadlines
- Analyze ML algorithms to solve problems and rank them by success probability
- Explore and visualize data to gain understanding and identify differences in data distribution
- Verify data quality and ensure it via data cleaning
- Supervise data acquisition process if more data is needed
- Find available datasets online for training
- Define validation strategies
- Define pre-processing and feature engineering to be done on a dataset
- Define data augmentation pipelines
- Train models and tune hyperparameters
- Analyze model errors and design strategies to overcome them
- Deploy models to production
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