Key Deliverables
- Cleaned, annotated, and pre-processed datasets for supervised learning models
- Simple machine learning models (e.g., logistic regression, decision trees) implemented under guidance
- Exploratory data analysis reports
- Jupyter notebooks documenting model experiments
- Unit-tested ML scripts

Essential Duties and Responsibilities (All Levels):
- Assist in data cleaning, feature engineering, testing basic ML models, write and debug simple scripts
- Develop ML modules, assist in deployment, support data pipelines, contribute to documentation and unit testing
- Support data preparation, model training under guidance, debug code, attend knowledge sessions
- Develop and maintain smaller AI modules (e.g., anomaly detection), assist in deployments, write technical documentation
- Lead development of scalable ML models, integrate into ITSM systems, ensure compliance and performance metricsArchitect end-to-end AI platforms, oversee cross-domain projects (e.g., NLP for service desk, CV for asset tracking)

Education and/or Work Experience Requirements:

Minimum Requirements:




- Bachelor’s degree in Computer Science,Data Science, IT, or a related field.Master’s preferred or equivalent experience for senior levels

Preferred Certifications (All Levels):
- Google Cloud Qualified Machine Learning Engineer
- AWS Certified Machine Learning – Specialty
- Microsoft Certified: Azure AI Engineer Associate
- TensorFlow Developer Certificate
- Databricks Certified Machine Learning Professional
- Kubernetes or Docker certification for MLOps roles

Knowledge, Skills & Abilities (KSAs):
- Machine Learning techniques (regression, classification, clustering)
- Deep Learning architectures (CNNs, RNNs, Transformers, LLMs)
- NLP (tokenization, BERT, prompt engineering)
- Big Data fundamentals (Spark, Hadoop)
- Model interpretability, ethics in AI, bias detection
- Cloud-native AI services (AWS Sagemaker, GCP Vertex AI, Azure ML)
- Data governance, security, and ethical AI pr

📌 AI/ML Engineer I (India)
🏢 Astreya Consultancy India Private
📍 India