Roles and responsibilities:
Problem Identification & Requirement Analysis
Understand business problems and identify how AI can provide solutions.
Work with stakeholders to define AI project scope and objectives.
Translate business needs into technical AI models.
Data Collection & Preprocessing
Collect data from multiple sources (databases, APIs, sensors, etc.).
Clean, preprocess, and transform raw data for model training.
Handle missing data, outliers, and data imbalance issues.
Model Development
Design and develop Machine Learning (ML) and Deep Learning (DL) models.
Select appropriate algorithms (regression, classification, clustering, etc.).
Build AI models using frameworks like TensorFlow, PyTorch, or Scikit-learn.
Develop NLP, Computer Vision, or Generative AI solutions when required.
Model Training & Evaluation
Train models using large datasets.
Tune hyperparameters for better performance.
Evaluate models using metrics like accuracy, precision, recall, F1-score.
Perform cross-validation and testing.
Deployment & Integration
Deploy AI models into production environments.
Integrate AI solutions with web apps, mobile apps,



or enterprise systems.
Work with DevOps teams for CI/CD pipelines.
Model Optimization & Monitoring
Monitor model performance after deployment.
Retrain models when performance drops (model drift handling).
Optimize models for speed, scalability, and cost.
Research & Innovation
Stay updated with latest AI trends and technologies.
Experiment with current algorithms and techniques.
Conduct research to improve existing models.
Collaboration & Documentation
Work with data scientists, software developers, and business teams.
Document models, processes, and workflows.
Present AI solutions and findings to stakeholders.
Ethical AI & Security
Ensure responsible AI usage and data privacy compliance.
Reduce bias in AI models.
Maintain model transparency and explainability.

Key Skills Required
Robust knowledge of Python, R, or Java
Machine Learning & Deep Learning concepts
Data structures & algorithms
Statistics & mathematics
Cloud platforms (AWS, Azure, GCP)
Problem-solving and analytical thinking

📌 Ai Engineer Bengaluru
🏢 Happiest Resume
📍 Bengaluru