Preprocess Data
learning.oreilly.com/library/view/machine-learning-pocket/9781492047537/ch07.html
Mar 13, 2024
3
Handling Categorical Data
learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch05.html
Mar 13, 2024
24
Handling Numerical Data
learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch04.html
Mar 13, 2024
421
How to Develop a Light Gradient Boosted Machine (LightGBM) Ensemble - MachineLearningMastery.com
machinelearningmastery.com/light-gradient-boosted-machine-lightgbm-ensemble/
Mar 12, 2024
10
sklearn.linear_model.LogisticRegression
scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html
Mar 7, 2024
3
Nested cross-validation — Scikit-learn course
inria.github.io/scikit-learn-mooc/python_scripts/cross_validation_nested.html
Mar 7, 2024
1
Nested Cross-Validation for Machine Learning with Python - MachineLearningMastery.com
machinelearningmastery.com/nested-cross-validation-for-machine-learning-with-python/
Mar 6, 2024
20
What is Cross-Validation?
towardsdatascience.com/what-is-cross-validation-60c01f9d9e75
Mar 1, 2024
1
3.1. Cross-validation: evaluating estimator performance
scikit-learn.org/stable/modules/cross_validation.html
Feb 29, 2024
28
5. Support Vector Machines
learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch05.html
Feb 26, 2024
54
Support Vector Machines
learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch17.html
Feb 26, 2024
49
4. Training Models
learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch04.html
Feb 26, 2024
71
結婚越久對另一半越不滿？不懂為何當初會嫁給他？ 專家：婚姻中不要對伴侶有太多期待｜元氣網
health.udn.com/health/story/6055/7779573?from=udn-referralnews_ch1005artbottom
Feb 25, 2024
1
What is ridge regression? | IBM
www.ibm.com/topics/ridge-regression
Feb 24, 2024
18
7. Ensemble Learning and Random Forests
learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch07.html
Feb 23, 2024
156
6. Decision Trees
learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch06.html
Feb 22, 2024
50
K-Nearest Neighbors
learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch15.html
Feb 22, 2024
47
Trees and Forests
learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch14.html
Feb 22, 2024
101
Deep Dive Into Error Analysis and Model Debugging in Machine Learning (and Deep Learning)
neptune.ai/blog/deep-dive-into-error-analysis-and-model-debugging-in-machine-learning-and-deep-learning
Feb 21, 2024
10
1.6. Nearest Neighbors
scikit-learn.org/stable/modules/neighbors.html
Feb 21, 2024
2
F1 Score vs ROC AUC vs Accuracy vs PR AUC: Which Evaluation Metric Should You Choose?
neptune.ai/blog/f1-score-accuracy-roc-auc-pr-auc
Feb 20, 2024
40
3. Classification
learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch03.html
Feb 19, 2024
532
Regression Plots - statsmodels 0.15.0 (+132)
www.statsmodels.org/dev/examples/notebooks/generated/regression_plots.html
Dec 29, 2023
3
How to Choose a Feature Selection Method For Machine Learning - MachineLearningMastery.com
machinelearningmastery.com/feature-selection-with-real-and-categorical-data/
Dec 12, 2023
22
4. Regression and Prediction
learning.oreilly.com/library/view/practical-statistics-for/9781492072935/ch04.html
Dec 5, 2023
1
12. k-Nearest Neighbors
learning.oreilly.com/library/view/data-science-from/9781492041122/ch12.html
Dec 4, 2023
4
Common Probability Distributions
medium.com/@srowen/common-probability-distributions-347e6b945ce4
Nov 28, 2023
46
14. Views
learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch14.html
Nov 3, 2023
1
13. Indexes and Constraints
learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch13.html
Oct 30, 2023
3
12. Transactions
learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch12.html
Oct 30, 2023
2
Discrete distributions: empirical, Bernoulli, binomial, Poisson, geometric - DiscreteDist.pdf
www.unf.edu/~cwinton/html/cop4300/s09/class.notes/DiscreteDist.pdf
Oct 23, 2023
5
7. Hypothesis and Inference
learning.oreilly.com/library/view/data-science-from/9781492041122/ch07.html
Oct 23, 2023
2
SQL by Design: Why You Need Database Normalization
www.itprotoday.com/sql-server/sql-design-why-you-need-database-normalization
Sep 28, 2023
5
3. Query Primer
learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch03.html
Sep 26, 2023
2
2. Creating and Populating a Database
learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch02.html
Sep 26, 2023
1. A Little Background
learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch01.html
Sep 25, 2023
19
6. Probability
learning.oreilly.com/library/view/data-science-from/9781492041122/ch06.html
Jul 21, 2023
30
5. Statistics
learning.oreilly.com/library/view/data-science-from/9781492041122/ch05.html
Jul 19, 2023
21
Visualization with Matplotlib
learning.oreilly.com/library/view/python-data-science/9781491912126/ch04.html
Jul 17, 2023
4
The Architecture of Open Source Applications (Volume 2)matplotlib
aosabook.org/en/v2/matplotlib.html
Jul 9, 2023
25
3. Visualizing Data
learning.oreilly.com/library/view/data-science-from/9781492041122/ch03.html
Jul 7, 2023
4
Pipenv: A Guide to the New Python Packaging Tool – Real Python
realpython.com/pipenv-guide/
Jul 6, 2023
78
The Python Requirements File and How to Create it
learnpython.com/blog/python-requirements-file/
Jul 5, 2023
9
Introduction to NumPy
learning.oreilly.com/library/view/python-data-science/9781491912126/ch02.html
Jun 27, 2023
74
Data Manipulation with Pandas
learning.oreilly.com/library/view/python-data-science/9781491912126/ch03.html
Jun 27, 2023
2
How to fix the ImportError: attempted relative import with no known parent package in python
www.stechies.com/fix-importerror-attempted-relative-import-known-parent-pack/
Jun 21, 2023
22