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148 видео
Impute missing values using KNNImputer or IterativeImputer
pandas best practices (10/10): Fixing bad data
Syncing Your GitHub Fork
When should I use a "groupby" in pandas?
Two ways to impute missing values for a categorical feature
How do I use string methods in pandas?
How do I create a pandas DataFrame from another object?
Use cross_val_score and GridSearchCV on a Pipeline
Encode categorical features using OneHotEncoder or OrdinalEncoder
Set a "random_state" to make your code reproducible
How do I work with dates and times in pandas?
Add a missing indicator to encode "missingness" as a feature
Adapt this pattern to solve many Machine Learning problems
What do I need to know about the pandas index? (Part 1)
Ensemble multiple models using VotingClassifer or VotingRegressor
Passthrough some columns and drop others in a ColumnTransformer
scikit-learn vs Deep Learning
How to save a scikit-learn Pipeline with custom transformers
How do I apply a function to a pandas Series or DataFrame?
Web scraping in Python (Part 1): Getting started
Four reasons to use scikit-learn (not pandas) for ML preprocessing
Should I learn pandas before scikit-learn?
Estimators only print parameters that have been changed
How to read the scikit-learn documentation
Use FunctionTransformer to convert functions into transformers
Use ColumnTransformer to apply different preprocessing to different columns
Important tuning parameters for LogisticRegression
How do I find and remove duplicate rows in pandas?
How do I select a pandas Series from a DataFrame?
How do I merge DataFrames in pandas?
How do I use the MultiIndex in pandas?
Creating a New GitHub Repository
Examine the intermediate steps in a Pipeline
Try RandomizedSearchCV if GridSearchCV is taking too long
How do I read a tabular data file into pandas?
Q&A about Machine Learning with Text (online course)
How do I change display options in pandas?
Seven ways to select columns using ColumnTransformer
Should I shuffle samples with cross-validation?
What do I need to know about the pandas index? (Part 2)
Setting up Python for machine learning: scikit-learn and Jupyter Notebook
pandas best practices (4/10): Examining relationships
pandas best practices (7/10): Combining dates and times
Going deeper with dplyr: New features in 0.3 and 0.4 (tutorial)
Write Pythonic Code for Better Data Science (webcast)
Get the feature names output by a ColumnTransformer
More of your pandas questions answered!
What is pandas? (Introduction to the Q&A series)
Visualize a decision tree two different ways
Use stratified sampling with train_test_split
