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๐Ÿค– AI/ML Roadmap

1๏ธโƒฃ Math & Stats ๐Ÿงฎ๐Ÿ”ข: Learn Linear Algebra, Probability, and Calculus.
2๏ธโƒฃ Programming ๐Ÿ๐Ÿ’ป: Master Python, NumPy, Pandas, and Matplotlib.
3๏ธโƒฃ Machine Learning ๐Ÿ“ˆ๐Ÿค–: Study Supervised & Unsupervised Learning, and Model Evaluation.
4๏ธโƒฃ Deep Learning ๐Ÿ”ฅ๐Ÿง : Understand Neural Networks, CNNs, RNNs, and Transformers.
5๏ธโƒฃ Specializations ๐ŸŽ“๐Ÿ”ฌ: Choose from NLP, Computer Vision, or Reinforcement Learning.
6๏ธโƒฃ Big Data & Cloud โ˜๏ธ๐Ÿ“ก: Work with SQL, NoSQL, AWS, and GCP.
7๏ธโƒฃ MLOps & Deployment ๐Ÿš€๐Ÿ› ๏ธ: Learn Flask, Docker, and Kubernetes.
8๏ธโƒฃ Ethics & Safety โš–๏ธ๐Ÿ›ก๏ธ: Understand Bias, Fairness, and Explainability.
9๏ธโƒฃ Research & Practice ๐Ÿ“œ๐Ÿ”: Read Papers and Build Projects.
๐Ÿ”Ÿ Projects ๐Ÿ“‚๐Ÿš€: Compete in Kaggle and contribute to Open-Source.

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