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### A: General Data Science
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#### Introduction to Data Science and Machine Learning
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!!! note Description
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- Learning Objective: Understand the fundamental concepts of data science and machine learning, and their real-world applications.
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- Related Skills:
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<details>
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<summary>Click me</summary>
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**Learning Objective**: Understand the fundamental concepts of data science and machine learning, and their real-world applications.
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**Related Skills**:
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1. Defining and framing data science problems
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2. Identifying appropriate machine learning techniques for different tasks
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3. Distinguishing between supervised and unsupervised learning
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- Subtopics:
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**Subtopics**:
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1. Definition and scope of data science
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2. Overview of machine learning algorithms (regression, classification, clustering)
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3. Applications of data science in various industries (e.g., healthcare, finance, marketing)
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4. Ethical considerations in data science
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5. Hands-on introduction to machine learning using Python and scikit-learn
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- References and Resources:
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**References and Resources**:
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- "An Introduction to Statistical Learning" by Gareth James et al.
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- "Machine Learning for Absolute Beginners" by Oliver Theobald
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- Kaggle Learn courses on data science and machine learning fundamentals
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</details>
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#### Python for Data Science
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#### Ethical Considerations in Data Science

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