Project Role Description
Manage, architect and analyze big data in order to build data driven insights and high impact data models. Create a value chain to help address the challenges of acquiring data, evaluating its value, distilling & analyzing. Examine data from multiple sources and share insights which provide competitive advantage. Contribute to assets/offerings and thought leadership. Act as Subject Matter Expert in area of expertise and enhance Accenture's marketplace reputation.
Key Responsibilities
- Tracking of multiple models and experiments for auditing purpose
- Collaborate with data scientists for hyper parameter tuning and features maintenance
- Model management and model versioning
- Work with infra team, data scientists and business in establishing artifact lineage, model registry and governance
- Assist in A/B testing and automated deployment
- A pipeline for triggering retraining to detect model drift or data drift and trigger retraining
- Working knowledge of AWS Lambda, AWS Step Functions
Technical Experience
- Creation of CI/CD Pipelines for Machine learning algorithms, training and prediction pipelines
- Work with business stakeholders and data scientists to ensure value realization and ROI on operationalization of models
- A pipeline for training, tuning, lineage and depositing into the model registry
- Containerization and packaging of ML models
- Endpoint creation for prediction
- Monitoring of models in Production
- Exposure to building large-scale AI/ML models using AWS Sagemaker
Professional Attributes
- Be a self starter and a fast learner
- Possess strong problem solving skills with the ability to methodically analyze and resolve tech challenges
- Possess strong written, verbal, communication, analytical, technical, inter personal and presentation skills
- Excellent experience in interaction and handling of clients
Educational Qualification
Grad/ PG B Stat/M Stat/ B Tech/B E/PG/Diploma in Data Science from premier institute preferred
Additional Information
- Strong experience in Python 3, Python 2 and SQL
- Good understanding of AWS Sagemaker experiments