Overview
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Explore the intricacies of detecting automated web traffic in this comprehensive tutorial on feature engineering for web bot detection. Delve into the impact of bots on online businesses, understand various types of web bots, and learn how to extract useful features for effective bot detection. Begin with an introduction to the machine learning model lifecycle, then progress through defining internet bots, examining their problematic nature, analyzing traffic trends, and conducting quantitative analysis. Gain valuable insights into this crucial aspect of web security and data analysis, concluding with a Q&A session to address specific queries and reinforce your understanding of the topic.
Syllabus
– Intro
– Machine learning model lifecycle
– What is internet bot?
– More bots
– Why are bots a problem?
– Traffic trends
– Quantitative analysis
– QnA
Taught by
Data Science Dojo