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148 видео
Impute missing values using KNNImputer or IterativeImputer
How do I apply multiple filter criteria to a pandas DataFrame?
How do I make my pandas DataFrame smaller and faster?
Web scraping in Python (Part 2): Parsing HTML with Beautiful Soup
How do I change the data type of a pandas Series?
Drop the first category from binary features (only) with OneHotEncoder
Use OrdinalEncoder instead of OneHotEncoder with tree-based models
Introduction to model ensembling
Forking a GitHub Repository
Course outline: Master Machine Learning with scikit-learn
Cost-sensitive learning in scikit-learn
Speed up GridSearchCV using parallel processing
Load a toy dataset into a DataFrame
Create an interactive diagram of a Pipeline in Jupyter
21 more pandas tricks
Tune multiple models simultaneously with GridSearchCV
Access part of a Pipeline using slicing
Committing Changes in Git and Pushing to a GitHub Repository
How do I rename columns in a pandas DataFrame?
How do I use pandas with scikit-learn to create Kaggle submissions?
Getting started with machine learning in Python (webcast)
How do I remove columns from a pandas DataFrame?
Web scraping in Python (Part 4): Exporting a CSV with pandas
Hands-on dplyr tutorial for faster data manipulation in R
pandas best practices (2/10): Removing columns
Create feature interactions using PolynomialFeatures
My top 25 pandas tricks
How do I handle missing values in pandas?
How do I explore a pandas Series?
Troubleshooting: Updates Rejected When Pushing to GitHub
Copying a GitHub Repository to Your Local Computer
How do I create dummy variables in pandas?
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