N Sriram
Total Score: 62
Homework submissions
Homework 1: Introduction to Machine Learning
Score: 9 = 7 (questions) + 1 (FAQ) + 1 (learning in public)
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Homework 2: Machine Learning for Regression
Score: 7 = 3 (questions) + 1 (FAQ) + 3 (learning in public)
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Homework 3: Machine Learning for Classification
Score: 11 = 5 (questions) + 1 (FAQ) + 5 (learning in public)
Homework URL: View submission
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- https://medium.com/@RobuRishabh/logistic-regression-c2d2bac7afd8
- https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
- https://medium.com/data-and-beyond/mastering-exploratory-data-analysis-eda-everything-you-need-to-know-7e3b48d63a95
- https://miykael.github.io/blog/2022/advanced_eda/
- https://developers.google.com/machine-learning/crash-course/classification/accuracy-precision-recall
Homework 4: Evaluation Metrics for Classification
Score: 10 = 4 (questions) + 1 (FAQ) + 5 (learning in public)
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- https://www.evidentlyai.com/classification-metrics/explain-roc-curve
- https://neptune.ai/blog/f1-score-accuracy-roc-auc-pr-auc
- https://www.datacamp.com/tutorial/auc
- https://www.evidentlyai.com/classification-metrics/confusion-matrix
- https://medium.com/@mehrdadhz.75/why-we-should-use-k-fold-cross-validation-63209c8046f9
Homework 5: Deploying Machine Learning Models
Score: 11 = 6 (questions) + 1 (FAQ) + 4 (learning in public)
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Homework 6: Decision Trees and Ensemble Learning
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
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Learning in public links: Show
- https://scikit-learn.org/stable/modules/tree.html
- https://ken-hoffman.medium.com/decision-tree-hyperparameters-explained-49158ee1268e
- https://towardsdatascience.com/visualising-decision-trees/
- https://www.kaggle.com/code/prashant111/bagging-vs-boosting
- https://www.analyticsvidhya.com/blog/2023/01/ensemble-learning-methods-bagging-boosting-and-stacking/
- https://www.mygreatlearning.com/blog/bagging-boosting/
- https://sebastianraschka.com/faq/docs/bagging-boosting-rf.html