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# Best of Feature Engineering — 2023

1. 1  
[](/posts/the-complete-guide-to-machine-learning-ja6dadysz "The Complete Guide to Machine Learning")  
Article  
![Avatar of tai](https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/8b7e3e63e47b4d34b4c1e634b902c12f)Towards AI · 4y  
The Complete Guide to Machine Learning  
A comprehensive guide to machine learning, covering topics such as exploratory data analysis, feature engineering, statistical modeling, and machine learning algorithms.  
25  
3
2. 2  
[](/posts/5-advance-projects-for-data-science-portfolio-tghjxnrxm "5 Advance Projects for Data Science Portfolio")  
Article  
![Avatar of kdnuggets](https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/kdnuggets)KDnuggets · 4y  
5 Advance Projects for Data Science Portfolio  
5 Advance Projects for Data Science Portfolio. Work on data analytics, time series, natural language processing, machine learning, and ChatGPT projects. Recycled Energy Saved in Singapore will analyze how much Singapore is saving energy per year by recycling plastics, paper, glass and ferrous and non-ferrous metals.  
15
3. 3  
[](/posts/building-a-trading-strategy-with-machine-learning-models-and-yahoo-finance-in-python--xiw8lcs5u "Building a Trading Strategy with Machine Learning Models and Yahoo Finance in Python.")  
Article  
![Avatar of gopenai](https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/f34dfd0c312c4a59b897eb64ad28d895)GoPenAI · 3y  
Building a Trading Strategy with Machine Learning Models and Yahoo Finance in Python.  
Building a Trading Strategy with Machine Learning Models and Yahoo Finance in Python. The first step in building a trading strategy is collecting historical stock market data. Yahoo Finance provides a convenient and reliable data source through its yfinance library.  
13
4. 4  
[](/posts/feature-engineering-techniques-for-structured-data-machine-learning-tutorial-ksvrrzifp "Feature Engineering Techniques for Structured Data – Machine Learning Tutorial")  
Article  
![Avatar of freecodecamp](https://media.daily.dev/image/upload/t_logo,f_auto/v1628412854/logos/freecodecamp)freeCodeCamp · 3y  
Feature Engineering Techniques for Structured Data – Machine Learning Tutorial  
Feature engineering is an essential step in the data preprocessing process, involving the creation of new features, transformation of existing ones, and selection of relevant attributes to improve machine learning models. Techniques covered in the article include one-hot encoding, feature scaling, feature creation, feature selection, and binning.  
11

[See all Feature Engineering archives](/tags/feature-engineering/best-of)

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