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Channel Posts
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| 8 | +1 Python and Tkinter Programming (2000).pdf | 1 535 |
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| 10 | 100 Java Interview Questions with Answers (1).pdf | 1 160 |
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| 15 | +3 Machine Learning and AI Foundations: Causal Inference and Modeling | 1 449 |
| 16 | Understanding Bias and Variance in Machine Learning
Bias refers to the error in the model when the model is not able to capture the pattern in the data and what results is an underfit model (High Bias).
Variance refers to the error in the model, when the model is too much tailored to the training data and fails to generalise for unseen data which refers to an overfit model (High Variance)
There should be a tradeoff between bias and variance. An optimal model should have Low Bias and Low Variance so as to avoid underfitting and overfitting.
Techniques like cross validation can be helpful in these cases.
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| 17 | Popular Python packages for data science:
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4. Scikit-learn: For machine learning algorithms and tools.
5. TensorFlow and PyTorch: Deep learning frameworks.
6. SciPy: For scientific and technical computing.
7. Statsmodels: For statistical modeling and hypothesis testing.
8. NLTK and SpaCy: Natural Language Processing libraries.
9. Jupyter Notebooks: Interactive computing and data visualization.
10. Bokeh and Plotly: Additional libraries for interactive visualizations. | 1 298 |
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