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Uppsats

ML implementation for analyzing and estimating product prices

Kandidat-uppsats

Kenea, Abel Getachew, Fagerslett, Gabriel

Karlstads universitet/Institutionen för matematik och datavetenskap (from 2013)

Publicerad: 2024

Språk: Engelska

Nyckelord

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⌕Artificial Intelligence⌕Machine learning⌕AI⌕artificiell intelligens⌕maskininlärning⌕Deep Learning⌕Supervised Learning⌕ML⌕ANN⌕Random Forest⌕prediction⌕TensorFlow⌕Regression⌕hyperparameter tuning⌕Linear Regression⌕Artificial Neural Network⌕Linjär Regression⌕Artificiellt Neuralt Nätverk⌕ScikitLearn⌕CUDA⌕cuDNN⌕estimation⌕Price Tracking⌕Price Logging⌕Price Estimation⌕Decision Trees⌕Batch Learning⌕multiple linear regression⌕Djup lärning⌕SciktLearn⌕Uppskattning⌕pris loggning⌕pris estimation⌕prisspårning⌕Batchinlärning⌕Hyperparameterjustering⌕multipel linjär regression

Sammanfattning

Efficient price management is crucial for companies with many different products to keep track of, leading to the common practice of price logging. Today, these prices are often adjusted manually, but setting prices manually can be labor-intensive and prone to human error. This project aims to use machine learning to assist in the pricing of products by estimating the prices to be inserted. Multiple machine learning models have been tested, and an artificial neural network has been implemented for estimating prices effectively. Through additional experimentation, the design of the network was fine-tuned to make it compatible with the project’s needs. The libraries used for implementing and managing the machine learning models are mainly ScikitLearn and TensorFlow. As a result, the trained model has been saved into a file and integrated with an API for accessibility.

Information

Författare
Kenea, Abel Getachew, Fagerslett, Gabriel
Lärosäte / institution
Karlstads universitet/Institutionen för matematik och datavetenskap (from 2013)
Publiceringsdatum
2024
Uppsatstyp
Kandidat-uppsats
Språk
Engelska
Nyckelord
⌕Artificial Intelligence⌕Machine learning⌕AI⌕artificiell intelligens⌕maskininlärning⌕Deep Learning⌕Supervised Learning⌕ML⌕ANN⌕Random Forest⌕prediction⌕TensorFlow⌕Regression⌕hyperparameter tuning⌕Linear Regression⌕Artificial Neural Network⌕Linjär Regression⌕Artificiellt Neuralt Nätverk⌕ScikitLearn⌕CUDA⌕cuDNN⌕estimation⌕Price Tracking⌕Price Logging⌕Price Estimation⌕Decision Trees⌕Batch Learning⌕multiple linear regression⌕Djup lärning⌕SciktLearn⌕Uppskattning⌕pris loggning⌕pris estimation⌕prisspårning⌕Batchinlärning⌕Hyperparameterjustering⌕multipel linjär regression

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