indeed
Advanced Data Scientist
Sourceo
Maharashtra, IND
Full-time
Senior
Onsite
Discovered 6 days ago
PythonObject-oriented programmingscikit-learnPyTorchTensorFlowApache Spark
Free
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PythonObject-oriented programmingscikit-learn
Key Skills for This Role
PythonObject-oriented programmingscikit-learnPyTorchTensorFlowApache Spark
Full Job Posting
Key Responsibilities
- Translate ambiguous business problems into mathematically sound framework objectives and optimization targets.
- Write clean, modular, and maintainable production-grade code using design patterns to scale mathematical models.
- Design and manage scalable data pipelines for massive datasets used in model training and inference.
- Build, train, and fine-tune complex neural networks across text, audio, and visual modalities.
- Architect and deploy models to cloud environments using distributed computing and robust cloud infrastructure.
Tooling, Libraries and Software Engineering
- Advanced Python proficiency with object-oriented programming, clean coding standards, and design patterns.
- Advanced scikit-learn proficiency for data preprocessing, feature engineering, and baseline modeling.
- Core expertise in PyTorch or TensorFlow for building, customizing, and training deep neural networks.
- Experience with Apache Spark and the Hadoop ecosystem, including HDFS, Hive, and MapReduce.
- Experience deploying scalable machine learning applications on AWS, Azure, or GCP.
Mathematics and Machine Learning
- Strong foundations in linear algebra, including eigenvalues, SVD, and matrix decompositions.
- Strong foundations in multivariable calculus and probability theory, including Bayesian inference and expectation maximization.
- In-depth understanding of machine learning algorithms, loss functions, and mathematical optimization.
- Thorough understanding of MLPs, backpropagation, initialization, optimization variants, and regularization.
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