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## Data Science Learning Path
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## Data Science ML/AI Learning Paths
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We present 12 topics in the data science learning path, providing learning objectives, related skills, subtopics, and references/resources for each. The goal is to give graduate students a structured and comprehensive program to acquire data science expertise, including hands-on experience with real-world open-source tools and libraries.
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```mermaid
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timeline
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title Machine Learning Learning Path
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title Machine Learning/Artificial Intelligence Learning Paths
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A. General Data Science : A1. Introduction to Data Science and Machine Learning
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: A2. Python for Data Science
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: A3. Ethical Considerations in Data Science

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