o Artificial Intelligence
o Machine Learning
o Data Science
o Computer Science (with strong AI/ML coursework)
o Machine Learning algorithms
o Statistics and linear algebra
o Data structures and basic algorithms
- Working knowledge of Python
- Familiarity with ML libraries such as:
o scikit learn
o TensorFlow or PyTorch (basic exposure is sufficient)
- Basic understanding of SQL and working with datasets
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Good to Have
o Cloud platforms (Azure / AWS / GCP)
o Data platforms like Snowflake
o ML lifecycle concepts (training, evaluation, deployment)
- Academic or personal projects involving:
o Predictive modeling
o NLP or computer vision
o Time series forecasting
- Familiarity with notebooks, Git, or basic MLOps concepts
