In the last few weeks I tried to make a Data Science Mini Project related to Machine Learning. After thinking for a long time, I finally decided to make a Machine Learning Model that can predict whether an Instagram Influencers Engagement will growing or declining in the following month. This Mini Project is an end-to-end project and this article will be divided into 4 section which are:
Retrieving data from Instagram influencers using Selenium and Beautiful Soup.
Preprocessing data starts from data cleansing, feature engineering, feature selection and etc until the data is ready to be consumed by the Machine Learning model.
Modeling uses Machine Learning Algorithm (Linear Regression, Random Forest, XGBoost) and also do some Tuning Hyperparamaters.
Interpreting of results from prediction output of Machine Learning.
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