Sentiment Analysis and Natural Language Processing

#NLP   #Imbalanced data   #SentiWordNet   #Opinion Lexicon

We aim to find out how customers evaluate your competitors' product, namely what they like and dislike in a video game by using a Natural Language Processing (NLP).

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Web Traffic Time Series Forecast

#Time Series   #Forecasting   #SARIMA   #Prophet   #LSTM

We aim to predict future web traffic for approximately a total of 145k Wikipedia articles to make better traffic control decisions. The increase in traffic for the websites could cause a lot of inconvenience for the users by a crashed site or very slow loading time. Therefore, a traffic management technique or plan should be put in place to reduce the risk of such problems.

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West Nile Virus Prediction

#Binary Classification   #Supervised   #Imbalanced   #Logistic Regression   #Random Forest   #Bayes   #SVM   #K-Nearest Neighbors

The primary goal is to build a model that predicts outbreaks of West Nile virus in mosquitos using the given environmental conditions, such as weather, season, and location.

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Extra Projects

Collection of old projects and parts of ML technical solutions

Login Activities EDA

#EDA   #Time Series

Aggregate the login counts based on 15minute time intervals, and visualize and describe the resulting time series of login counts.

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Rider Retention Prediction

#Binary Classification   #Supervised   #Random Forest   #SHAP analysis

We aim to figure out what factors are the best prediction for riders' retention.

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Adopted Users Prediction

#Binary Classification   #Supervised   #Imbalanced   #Random Forest   #SHAP analysis

We aim to predict the adopted users using their profile and web history.

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