π‘ Categorical Data Encoding Methods β A Must-Know for Every Data Scientist
Working with real-world datasets? Chances are, youβve come across categorical variables like βCity,β βGender,β or βDepartment.β Before you feed this data into machine learning models, encoding is essential.
π In This Blog, Youβll Learn:
β What is Categorical Data?
β Difference Between Nominal vs Ordinal
β Popular Encoding Techniques:
ββ’ Label Encoding
ββ’ One-Hot Encoding
ββ’ Ordinal Encoding
ββ’ Binary & Target Encoding
β When to Use Which Encoding
β Best Practices & Pitfalls to Avoid
π Who Should Read This?
βοΈ Data Science Beginners & Enthusiasts
βοΈ Final-Year Engineering & MCA Students
βοΈ ML Practitioners Working with Tabular Data
βοΈ Bootcamp & Project-Based Learners
π Full Blog Post:
πhttps://updategadh.com/data-science-tutorial/categorical-data-encoding-methods/
π² Get More Projects, Code & Blogs
Join Our Telegram Channel:
π t.me/Projectwithsourcecodes
#DataScience #CategoricalEncoding #OneHotEncoding #MLPreprocessing #DataCleaning #PythonProjects #FinalYearProject #UpdateGadh #ProjectwithSourceCode #MachineLearning #LinkedInLearning
Working with real-world datasets? Chances are, youβve come across categorical variables like βCity,β βGender,β or βDepartment.β Before you feed this data into machine learning models, encoding is essential.
π In This Blog, Youβll Learn:
β What is Categorical Data?
β Difference Between Nominal vs Ordinal
β Popular Encoding Techniques:
ββ’ Label Encoding
ββ’ One-Hot Encoding
ββ’ Ordinal Encoding
ββ’ Binary & Target Encoding
β When to Use Which Encoding
β Best Practices & Pitfalls to Avoid
π Who Should Read This?
βοΈ Data Science Beginners & Enthusiasts
βοΈ Final-Year Engineering & MCA Students
βοΈ ML Practitioners Working with Tabular Data
βοΈ Bootcamp & Project-Based Learners
π Full Blog Post:
πhttps://updategadh.com/data-science-tutorial/categorical-data-encoding-methods/
π² Get More Projects, Code & Blogs
Join Our Telegram Channel:
π t.me/Projectwithsourcecodes
#DataScience #CategoricalEncoding #OneHotEncoding #MLPreprocessing #DataCleaning #PythonProjects #FinalYearProject #UpdateGadh #ProjectwithSourceCode #MachineLearning #LinkedInLearning
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What are Categorical Data Encoding Methods?
Categorical Data Encoding Methods One of the most frequent problems in data science and machine learning is handling categorical data.