Homework 1: Introduction to Machine Learning
Score: 7 = 7 (questions) + 0 (FAQ) + 0 (learning in public)
Homework URL: View submission
Machine Learning Zoomcamp 2025
Fervent Meucci
Total Score
43
Homework submissions
Homework 2: Machine Learning for Regression
Score: 10 = 4 (questions) + 0 (FAQ) + 6 (learning in public)
Homework URL: View submission
Learning in public links
- https://scikit-learn.org/stable/auto_examples/linear_model/plot_ridge_path.html
- https://towardsdatascience.com/cross-validation-explained-evaluating-estimator-performance-e51e5430ff1b
- https://machinelearningmastery.com/how-to-standardize-data-for-machine-learning-in-python-with-scikit-learn/
- https://towardsdatascience.com/when-to-use-mean-median-and-mode-35f7e5847502
- https://scikit-learn.org/stable/modules/model_evaluation.html#regression-metrics
- https://www.kaggle.com/code/ryanholbrook/linear-regression-from-scratch
Homework 3: Machine Learning for Classification
Score: 12 = 4 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://blog.datumbox.com/using-feature-selection-methods-in-text-classification/
- https://www.edureka.co/blog/classification-in-machine-learning/
- https://www.geeksforgeeks.org/information-gain-and-mutual-information-for-machine-learning/
- https://thuijskens.github.io/2017/10/07/feature-selection/
- https://www.youtube.com/watch?v=GpL_XtRVne4
- https://medium.com/%40SeoJaeDuk/archived-post-a-study-on-mutual-information-based-feature-selection-for-text-categorization-875cd1b650f7
- https://arxiv.org/abs/1509.07577
Homework 4: Evaluation Metrics for Classification
Score: 14 = 6 (questions) + 1 (FAQ) + 7 (learning in public)
Homework URL: View submission
Learning in public links
- https://www.analyticsvidhya.com/blog/2020/06/auc-roc-curve-machine-learning/
- https://developers.google.com/machine-learning/crash-course/classification/roc-and-auc
- https://medium.com/%40lily_su/confusion-matrix-roc-auc-and-imbalanced-classes-in-logistic-regression-5c7ead3deefc
- https://sites.gatech.edu/omscs7641/2024/02/16/tutorial-on-hyperparameter-tuning-using-scikit-learn/
- https://keylabs.ai/blog/hyperparameter-tuning-to-optimize-precision/
- https://www.youtube.com/watch?v=4jRBRDbJemM
- https://serokell.io/blog/hyperparameter-tuning-in-ml
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