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emms204's Projects

alvin-smart-money-management-classification-challenge icon alvin-smart-money-management-classification-challenge

Data for this challenge has been collected over 11 months during Alvinโ€™s Beta release. If a user is the first user to purchase at a merchant, the app asks the user to manually classify the merchant. The next user to purchase at that merchant has the opportunity to confirm the suggestion or enter a new categorisation. Alvin currently registers user transaction data via MPESA SMS receipts, but some users classify their purchases manually. There are ~400 purchases in train and ~600 in test. These ~1000 transactions have been verified by Alvin as the correctly classified. There are ~10 000 unverified transactions in the unvervified file, these are purchases users have classified themselves and Alvin has not checked. Note there are 13 classes. If your model does not predict all classes you will need to manually add the missing columns filled with 0. The objective of this challenge is to create a machine learning algorithm that classifies each purchase into one of 13 different categories.

annotated_deep_learning_paper_implementations icon annotated_deep_learning_paper_implementations

๐Ÿง‘โ€๐Ÿซ 60 Implementations/tutorials of deep learning papers with side-by-side notes ๐Ÿ“; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), ๐ŸŽฎ reinforcement learning (ppo, dqn), capsnet, distillation, ... ๐Ÿง 

bacteria-segmentation icon bacteria-segmentation

Implementation of the U-Net segmentation architecture for the segmentation of bacteria cells in blood samples.

betanalysisepl icon betanalysisepl

A predictive model that predicts the outcome of a match using a LinearRegression and LogisticRegression

free-ai-classes-in-every-city-hackathon icon free-ai-classes-in-every-city-hackathon

A Nigerian automobile company, Great Motors, has just employed you as their lead data scientist for the analytics division. Great Motors deals in used cars, with a huge market base in Nigeria. The company has a unique platform where customers can buy and sell cars. A seller posts details about the vehicle for review by the companyโ€™s mechanic on the platform to ascertain the vehicle's value. The company then lists the car for sale at the best price. Great Motors makes its profit by receiving a percentage of the selling price listed on the company platform. To ensure the car's selling price is the best for both the customer selling the vehicle and Great Motors, you have been assigned the task of coming up with a predictive model for determining the price of the car. Your job is to predict the price the company should sell a car based on the available data the mechanics have submitted to you. The objective of the challenge is to predict the price (Amount (Million Naira) the company should sell a car based on the available data (Location, Maker, Model, Year, Colour, Amount (Million Naira), Type, Distance). The objective is the predict the selling price.

ivy icon ivy

The Unified Machine Learning Framework

keras icon keras

Building a Regression Model with Keras

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