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Stage 3: Data and Feature Engineering

Data-driven decision-making, unleashing the true potential of algorithms

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Free feature engineering course on YouTube covering core techniques like one-hot encoding, feature scaling, and missing value imputation.
FREE
Video
YouTube
English
A comprehensive data mining tutorial provided by GeeksforGeeks, covering core techniques such as the ETL process, exploratory data analysis, and clustering classification. Suitable for beginners and professionals to learn the fundamentals of data mining.
FREE
Text
WebSite
English
A comprehensive data analysis tutorial provided by GeeksforGeeks, covering a complete learning path from basic concepts to practical applications, including core skills such as data processing, cleaning, and visualization.
FREE
Text
WebSite
English
A curated list of feature engineering techniques and resources for machine learning, covering feature engineering methods and tools for various data types such as numerical, text, image, categorical, and time series.
FREE
Text
GitHub
English
A comprehensive data science learning curriculum provided by freeCodeCamp, consisting of 20 modules covering core concepts such as Python programming, statistics, data analysis, machine learning, and data visualization, with a total duration of over 100 hours.
FREE
Video
YouTube
English
A complete guide covering data preprocessing, feature creation, transformation, and optimization with over 70 Python feature engineering recipes.
FREE
Text
GitHub
English