One-Hot Encoding vs. Label Encoding using Scikit-Learn
What is One-Hot Encoding? When should you use One-Hot Encoding over Label Encoding? These are typical data science interview questions every aspiring data scientist …
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Build your first Machine Learning pipeline using scikit-learn!
Overview Understand the structure of a Machine Learning Pipeline Build an end-to-end ML pipeline on a real-world data Train a Random Forest Regressor for …
A Comprehensive Guide to Learn Swift from Scratch for Data Science
Overview Swift is quickly becoming one of the most powerful and effective languages for data science Swift is quite similar to Python so you’ll …
Hands-On Introduction to Web Scraping in Python: A Powerful Way to Extract Data for your Data Science Project
Overview Web scraping is a highly effective method to extract data from websites (depending on the website’s regulations) Learn how to perform web scraping …
4 Unique Methods to Optimize your Python Code for Data Science
Overview Writing optimized Python code is a crucial piece in your data science skillset Here are four methods to optimize your Python code (with …
9 Powerful Tips and Tricks for Working with Image Data using skimage in Python
Overview New to working with image data? The skimage module in Python is an ideal starting point Learn 8 simple yet powerful tricks for …
Feature Engineering for Images: A Valuable Introduction to the HOG Feature Descriptor
Overview Learn the inner workings and math behind the HOG feature descriptor The HOG feature descriptor is used in computer vision popularly for object …
3 Beginner-Friendly Techniques to Extract Features from Image Data using Python
Overview Did you know you can work with image data using machine learning techniques? Deep learning models are the flavor of the month, but …
Decoding the Black Box: An Important Introduction to Interpretable Machine Learning Models in Python
Overview Interpretable machine learning is a critical concept every data scientist should be aware of How can you build interpretable machine learning models? This …
NLP Essentials: Removing Stopwords and Performing Text Normalization using NLTK and spaCy in Python
Overview Learn how to remove stopwords and perform text normalization in Python – an essential Natural Language Processing (NLP) read We will explore the …
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