Roles and Responsibilities
- Design, develop, train, and deploy machine learning models using Python and AWS services.
- Build end-to-end machine learning pipelines for data preprocessing, feature engineering, model training, and inference.
- Use Amazon SageMaker for model development, training, deployment, and monitoring.
- Develop and implement machine learning algorithms for classification, regression, clustering, and prediction.
- Perform exploratory data analysis, data cleaning, and feature engineering using Python libraries.
- Work with libraries such as Pandas, NumPy, Scikit-learn, TensorFlow, or PyTorch, depending on project requirements.
- Integrate ML models with applications and backend services using APIs.
- Implement model evaluation, hyperparameter tuning, and performance optimization.
- Deploy scalable inference solutions using AWS SageMaker endpoints, AWS Lambda, or container-based services.
- Monitor model performance, data drift, and model accuracy in production.
- Collaborate with data engineers, software developers, and business stakeholders to translate business requirements into AI/ML solutions.
- Follow best practices for model versioning, reproducibility, security, and deployment automation.
- Document model development processes, experiments, and deployment workflows.
Must-Have Skills
- Solid programming experience in Python.
- Good understanding of machine learning algorithms and statistical concepts.
- Hands-on experience with data preprocessing, feature engineering, model training, and evaluation.
- Experience with Scikit-learn and at least one deep learning framework, such as TensorFlow or PyTorch, where required by the project.
- Hands-on experience with AWS services, preferably Amazon SageMaker.
- Knowledge of AWS S3 for storing datasets, model artifacts, and training outputs.
- Experience deploying and integrating ML models into applications.
- Strong understanding of model evaluation metrics and performance optimization.
- Good SQL skills and experience working with structured datasets.
- Understanding of REST APIs and basic software development practices.
📌 Artificial Intelligence And Machine Learning Consultant (Bengaluru)
🏢 CGI
📍 Bengaluru