List of links that machine learning beginners are learning

Decision tree

Title Link
Decision tree analysis LINK
Decision tree and random forest LINK
How to Handle Imbalanced Classes in Machine Learning(Pre-data processing) LINK

scikit-learn

Title Link
RandomForestClassifier parameters LINK
GridSearchCV LINK
make_classification(Data generation function) LINK
.predict_proba(Show the probability of being classified in class) LINK
feature_importances_(Evaluate the importance of features in a random forest) LINK

KERAS

Title Link
mnist.load_data()MNIST (Handwritten digit database) LINK
to_categorical(Example:0->[0,0,0],1->[0,1,0],2->[0,0,1]Conversion to) LINK
Sequential model LINK

the term

Title Link
Cross-validation(cross validation) LINK
Hyperparameters LINK
ROC,ACU LINK
Feature value LINK

Mixed matrix

Title Link
scikit-Generate a confusion matrix with learn and calculate the precision rate, recall rate, F1 value, etc. LINK

Recommended Posts

List of links that machine learning beginners are learning
[Machine learning] List of frequently used packages
About data preprocessing of systems that use machine learning
Basics of Machine Learning (Notes)
Machine learning beginners tried RBM
Importance of machine learning datasets
A beginner's summary of Python machine learning is super concise.
Significance of machine learning and mini-batch learning
Machine learning summary by Python beginners
Machine learning beginners try linear regression
Machine learning ③ Summary of decision tree
<For beginners> python library <For machine learning>
Learning history of programming transcendence beginners
[Python machine learning] Recommendation of using Spyder for beginners (as of August 2020)
Heroku deployment of the first Django app that beginners are addicted to
Machine learning beginners take Coursera's Deep learning course
Machine learning algorithm (generalization of linear regression)
2020 Recommended 20 selections of introductory machine learning books
Machine learning
Personal notes and links about machine learning ① (Machine learning)
10 Python errors that are common to beginners
Judgment of igneous rock by machine learning ②
For beginners of SageMaker --Collection of material links -
[For beginners of artificial intelligence] Machine learning / Deep Learning Programming Learning path and reference books
Free version of DataRobot! ?? Introduction to "PyCaret", a library that automates machine learning
List of main probability distributions used in machine learning and statistics and code in python
Implementation of a model that predicts the exchange rate (dollar-yen rate) by machine learning
[Linux] A list of unique command selections that are convenient but unexpectedly unknown
A memorandum of method often used in machine learning using scikit-learn (for beginners)
Machine learning memo of a fledgling engineer Part 1
Study machine learning and computer science. Resource list
Beginning of machine learning (recommended teaching materials / information)
Recommended study order for machine learning / deep learning beginners
Machine learning of sports-Analysis of J-League as an example-②
Python & Machine Learning Study Memo ⑤: Classification of irises
Numerai Tournament-Fusion of Traditional Quants and Machine Learning-
Python list comprehensions that are easy to forget
Python & Machine Learning Study Memo ②: Introduction of Library
[Note] Python, when starting machine learning / deep learning [Links]
Overview of machine learning techniques learned from scikit-learn
Note that Python list comprehensions are always confusing
About the development contents of machine learning (Example)
Summary of evaluation functions used in machine learning
Analysis of shared space usage by machine learning
[Translation] scikit-learn 0.18 Tutorial Introduction of machine learning by scikit-learn
Machine learning memo of a fledgling engineer Part 2
Reasonable price estimation of Mercari by machine learning
Classification of guitar images by machine learning Part 2
Get a glimpse of machine learning in Python
Try using Jupyter Notebook of Azure Machine Learning
About list processing (Python beginners after learning Ruby)
[For beginners] Introduction to vectorization in machine learning
Arrangement of self-mentioned things related to machine learning
Causal reasoning using machine learning (organization of causal reasoning methods)
Introduction of automatic image collection package "icrawler" (0.6.3) that can be used during machine learning
Simple code that gives a score of 0.81339 in Kaggle's Titanic: Machine Learning from Disaster
[Memo] Machine learning
Machine learning classification
Machine Learning sample
[Recommended tagging for machine learning # 2] Extension of scraping script
[Recommended tagging for machine learning # 2.5] Modification of scraping script