IT Analyst Applications
caterpillar
Job Description
- Explore, implement and deploy pipelines for deep learning, neural networks, chatbots, and image processing solutions.
- Collaborate with cross-functional teams to deliver high-quality AI projects.
- Tracking of multiple models, experiments for auditing purpose
- Collaborate with data scientists for hyper parameter tuning and features maintenance
- Model management and versioning
- Work with infra team, data scientists, business in establishing artifact lineage, model registry, governance
- Assist in testing, automated deployment
- A pipeline for triggering retraining to detect model drift or data drift, trigger retraining
- Working knowledge of AWS Lambda, Sagemaker, AWS Step Functions
Professional & Technical Skills:
- Must To Have Skills: Proficiency in Machine Learning Operations.
- Creation of CI,CD Pipelines for ML algorithms, training, prediction pipelines
- Work with business, data scientists to ensure value realization, ROI on operationalization of models
- Strong understanding of statistical analysis and machine learning algorithms.
- Containerization, packaging of ML models
- Endpoint creation for prediction
- Experience with data visualization tools such as Tableau or Power BI.
- Hands-on experience implementing various machine learning algorithms.
- Solid grasp of data munging techniques, including data cleaning, transformation, and normalization to ensure data quality and integrity.