MeiC C's Highlights on '3. Classification'

How to Develop a Light Gradient Boosted Machine (LightGBM) Ensemble - MachineLearningMastery.com

machinelearningmastery.com/light-gradient-boosted-machine-lightgbm-ensemble/

Mar 12, 2024

sklearn.linear_model.LogisticRegression

scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html

Mar 7, 2024

Nested cross-validation — Scikit-learn course

inria.github.io/scikit-learn-mooc/python_scripts/cross_validation_nested.html

Mar 7, 2024

Nested Cross-Validation for Machine Learning with Python - MachineLearningMastery.com

machinelearningmastery.com/nested-cross-validation-for-machine-learning-with-python/

Mar 6, 2024

What is Cross-Validation?

towardsdatascience.com/what-is-cross-validation-60c01f9d9e75

Mar 1, 2024

3.1. Cross-validation: evaluating estimator performance

scikit-learn.org/stable/modules/cross_validation.html

Feb 29, 2024

5. Support Vector Machines

learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch05.html

Feb 26, 2024

Support Vector Machines

learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch17.html

Feb 26, 2024

4. Training Models

learning.oreilly.com/library/view/hands-on-machine-learning/9781492032632/ch04.html

Feb 26, 2024

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

What is ridge regression? | IBM

www.ibm.com/topics/ridge-regression

Feb 24, 2024

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

K-Nearest Neighbors

learning.oreilly.com/library/view/machine-learning-with/9781491989371/ch15.html

Feb 22, 2024

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

1.6. Nearest Neighbors

scikit-learn.org/stable/modules/neighbors.html

Feb 21, 2024

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

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

How to Choose a Feature Selection Method For Machine Learning - MachineLearningMastery.com

machinelearningmastery.com/feature-selection-with-real-and-categorical-data/

Dec 12, 2023

4. Regression and Prediction

learning.oreilly.com/library/view/practical-statistics-for/9781492072935/ch04.html

Dec 5, 2023

12. k-Nearest Neighbors

learning.oreilly.com/library/view/data-science-from/9781492041122/ch12.html

Dec 4, 2023

Common Probability Distributions

medium.com/@srowen/common-probability-distributions-347e6b945ce4

Nov 28, 2023

14. Views

learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch14.html

Nov 3, 2023

13. Indexes and Constraints

learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch13.html

Oct 30, 2023

12. Transactions

learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch12.html

Oct 30, 2023

Discrete distributions: empirical, Bernoulli, binomial, Poisson, geometric - DiscreteDist.pdf

www.unf.edu/~cwinton/html/cop4300/s09/class.notes/DiscreteDist.pdf

Oct 23, 2023

7. Hypothesis and Inference

learning.oreilly.com/library/view/data-science-from/9781492041122/ch07.html

Oct 23, 2023

SQL by Design: Why You Need Database Normalization

www.itprotoday.com/sql-server/sql-design-why-you-need-database-normalization

Sep 28, 2023

3. Query Primer

learning.oreilly.com/library/view/learning-sql-3rd/9781492057604/ch03.html

Sep 26, 2023

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

6. Probability

learning.oreilly.com/library/view/data-science-from/9781492041122/ch06.html

Jul 21, 2023

5. Statistics

learning.oreilly.com/library/view/data-science-from/9781492041122/ch05.html

Jul 19, 2023

Visualization with Matplotlib

learning.oreilly.com/library/view/python-data-science/9781491912126/ch04.html

Jul 17, 2023

The Architecture of Open Source Applications (Volume 2)matplotlib

aosabook.org/en/v2/matplotlib.html

Jul 9, 2023

3. Visualizing Data

learning.oreilly.com/library/view/data-science-from/9781492041122/ch03.html

Jul 7, 2023

Pipenv: A Guide to the New Python Packaging Tool – Real Python

realpython.com/pipenv-guide/

Jul 6, 2023

The Python Requirements File and How to Create it

learnpython.com/blog/python-requirements-file/

Jul 5, 2023

Introduction to NumPy

learning.oreilly.com/library/view/python-data-science/9781491912126/ch02.html

Jun 27, 2023

Data Manipulation with Pandas

learning.oreilly.com/library/view/python-data-science/9781491912126/ch03.html

Jun 27, 2023

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

A Complete Guide to the Python print() Function

learnpython.com/blog/python-print-function/

Jun 20, 2023

Python's assert: Debug and Test Your Code Like a Pro – Real Python

realpython.com/python-assert-statement/

Jun 20, 2023

1262

Python Decorators 101 – Real Python

realpython.com/courses/python-decorators-101/

Jun 19, 2023

How to Develop a Light Gradient Boosted Machine (LightGBM) Ensemble - MachineLearningMastery.com

sklearn.linear_model.LogisticRegression

Nested cross-validation — Scikit-learn course

Nested Cross-Validation for Machine Learning with Python - MachineLearningMastery.com

What is Cross-Validation?

3.1. Cross-validation: evaluating estimator performance

5. Support Vector Machines

Support Vector Machines

4. Training Models

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

What is ridge regression? | IBM

7. Ensemble Learning and Random Forests

6. Decision Trees

K-Nearest Neighbors

Trees and Forests

Deep Dive Into Error Analysis and Model Debugging in Machine Learning (and Deep Learning)

1.6. Nearest Neighbors

F1 Score vs ROC AUC vs Accuracy vs PR AUC: Which Evaluation Metric Should You Choose?

3. Classification

Regression Plots - statsmodels 0.15.0 (+132)

How to Choose a Feature Selection Method For Machine Learning - MachineLearningMastery.com

4. Regression and Prediction

12. k-Nearest Neighbors

Common Probability Distributions

14. Views

13. Indexes and Constraints

12. Transactions

Discrete distributions: empirical, Bernoulli, binomial, Poisson, geometric - DiscreteDist.pdf

7. Hypothesis and Inference

SQL by Design: Why You Need Database Normalization

3. Query Primer

2. Creating and Populating a Database

1. A Little Background

6. Probability

5. Statistics

Visualization with Matplotlib

The Architecture of Open Source Applications (Volume 2)matplotlib

3. Visualizing Data

Pipenv: A Guide to the New Python Packaging Tool – Real Python

The Python Requirements File and How to Create it

Introduction to NumPy

Data Manipulation with Pandas

How to fix the ImportError: attempted relative import with no known parent package in python

A Complete Guide to the Python print() Function

Python's assert: Debug and Test Your Code Like a Pro – Real Python

Python Decorators 101 – Real Python

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