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Silas Penda's Projects

airline-customer-satisfaction icon airline-customer-satisfaction

This a supervised machine learning project to predict customer satisfaction based on factors like Gender, Customer Type, Age, Type of travel, Class, Flight distance, Cleanliness, Departure and Arrival Delay, etc

book-recommendation-system icon book-recommendation-system

This is a book recommendation system using collaborative filtering based on the cosine similarity between user ratings using 'NearestNeighbors' algorithm

cyclistic-bike-sharing icon cyclistic-bike-sharing

This is a Google Data Analytics capstone project that answers the question "How do annual members and casual riders use Cycistic bikes differently?" This is one of three questions that will guide a marketing strategy to increase the number of riders with memberships.

loan-risk-flag-prediciton icon loan-risk-flag-prediciton

This is a supervised machine learning project using loan customer data to predict customer risk flag based on their Income, Age, Marital Status, Profession, Financial Responsibilities, etc

market-basket-analysis icon market-basket-analysis

This is an analysis using an online store data to gain insights on items frequently purchased together and be able to recommend products to customers. also predict the probability of a customer purchasing an item if her buys a certain item.

nigerian-food-classification icon nigerian-food-classification

This is an image classification project to classify Nigerian food to be either 'Yam', 'Egusi', 'Oha Soup', 'Afang Soup', 'Bread', 'Rice and Stew', 'Moi Moi', or 'Akara'. I created a streamlit web app to test the model. After the prediction, there is a link to a webpage where you can see recipes to make the predicted food.

sales-analysis icon sales-analysis

This is a sales analysis of an online retail store to identify trends that will guide decision making to improve customer satisfaction which will increase sales

sapen19 icon sapen19

Config files for my GitHub profile.

sports-images-classification icon sports-images-classification

This is an image classification project to classify sports images to be one of 100 trained sports classes. I created a streamlit web app to test the model.

telecom-customer-churn-prediction icon telecom-customer-churn-prediction

This is a supervised machine learning project using telecom customer data to predict customers that would churn based on customer Age Group, Relationship Status, Subscribed Services, Charges, and Financial Responsibilities, etc.

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