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learning_memo
personal learning memo
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Learning Tracking FY2122
#64
choshin84
opened
3 years ago
20
Learning Tracking FY2021
#63
choshin84
opened
3 years ago
26
Tweedie distribution
#62
choshin84
opened
3 years ago
0
DoG
#61
choshin84
opened
3 years ago
0
CLAHE
#60
choshin84
opened
3 years ago
0
Bayesian Network
#59
choshin84
opened
3 years ago
0
PU learning
#58
choshin84
opened
3 years ago
0
Bayes useful sites
#57
choshin84
opened
3 years ago
0
Bootstrap OOB%
#56
choshin84
opened
4 years ago
2
Nested-CV
#55
choshin84
opened
4 years ago
0
Useful visualization
#54
choshin84
opened
4 years ago
3
time series data feature engineering
#53
choshin84
opened
4 years ago
0
ICA and PCA
#52
choshin84
opened
4 years ago
0
State Space model
#51
choshin84
opened
4 years ago
0
Explainable ML
#50
choshin84
opened
4 years ago
3
Fixed effect vs. Random effect in SOI
#49
choshin84
opened
4 years ago
0
Factorization Machines
#48
choshin84
opened
4 years ago
0
VIF explanation
#47
choshin84
opened
4 years ago
0
XGBoost feature importance
#46
choshin84
opened
4 years ago
0
Regression coefficient p-value
#45
choshin84
opened
4 years ago
0
Hierarchical Time Series
#44
choshin84
opened
4 years ago
0
Churn model from transaction data
#43
choshin84
opened
4 years ago
0
Outlier detection by DBSCAN/OPTICS
#42
choshin84
opened
4 years ago
3
MS time series training
#41
choshin84
opened
4 years ago
7
How to use git with others
#40
choshin84
opened
4 years ago
1
Causal inference
#39
choshin84
opened
4 years ago
0
AIC/BIC vs. CV
#38
choshin84
opened
4 years ago
1
Bayesian prior from category model into brand specific model
#37
choshin84
opened
4 years ago
2
Confidence interval and Prediction interval
#36
choshin84
opened
4 years ago
0
Interpretability: SHAP
#35
choshin84
opened
4 years ago
0
Deep learning: learning rate search
#34
choshin84
opened
4 years ago
0
GLM: statmodels vs. sklearn
#33
choshin84
opened
4 years ago
0
NLP: GloVe, Global Vectors for Word Representation
#32
choshin84
opened
4 years ago
0
Audio fingerprinting
#31
choshin84
opened
4 years ago
0
Parameter Optimization: MIT library Optuna
#30
choshin84
opened
4 years ago
1
Deep Learning: Keras multi-GPU acceleration
#29
choshin84
opened
4 years ago
0
Import custom python functions as module
#28
choshin84
opened
4 years ago
0
Parameter tuning: Basic understanding
#27
choshin84
opened
4 years ago
3
Categorical feature handling especially in NN
#26
choshin84
opened
4 years ago
1
OneHotEncoding: Train/Test data set
#25
choshin84
opened
4 years ago
1
Cross validation: Stratified CV
#24
choshin84
opened
4 years ago
0
Multi-colinearity: VIF
#23
choshin84
opened
4 years ago
0
Imbalanced data: under-sampling probability bias adjustment
#22
choshin84
opened
4 years ago
1
Imbalanced data: Ensemble with bagging
#21
choshin84
opened
4 years ago
1
Evaluation KPI for imbalanced data: AUC or PR?
#20
choshin84
opened
4 years ago
2
Threshold for classification probability: Lift chart
#19
choshin84
opened
4 years ago
0
When in doubt: High bias or variant?
#18
choshin84
opened
4 years ago
0
Model evaluation: random vs. explicit split
#17
choshin84
opened
4 years ago
0
Feature selection: Forward feature selection
#16
choshin84
opened
4 years ago
2
Feature selection: How to eliminate multi-colinearity
#15
choshin84
opened
4 years ago
0
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