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abhisheks008 / DL-Simplified

Deep Learning Simplified is an Open-source repository, containing beginner to advance level deep learning projects for the contributors, who are willing to start their journey in Deep Learning. Devfolio URL, https://devfolio.co/projects/deep-learning-simplified-f013
https://quine.sh/repo/abhisheks008-DL-Simplified-499023976
MIT License
388 stars 338 forks source link

Car Price Prediction using DL #339

Closed aaviiothic closed 10 months ago

aaviiothic commented 1 year ago

Deep Learning Simplified Repository (Proposing new issue)

:red_circle: Project Title : Car Price Prediction

:red_circle: Aim : Creating a ML project to predict the price of cars which depends on various factors such as brand, mileage, etc.

:red_circle: Dataset : https://www.kaggle.com/datasets/hellbuoy/car-price-prediction

:red_circle: Approach : Try to use 3-4 algorithms to implement the models and compare all the algorithms to find out the best fitted algorithm for the model by checking the accuracy scores. Also do not forget to do a exploratory data analysis before creating any model.

📍 Follow the Guidelines to Contribute in the Project :

:red_circle::yellow_circle: Points to Note :

:white_check_mark: To be Mentioned while taking the issue :

Happy Contributing 🚀

All the best. Enjoy your open source journey ahead. 😎

aaviiothic commented 1 year ago

Please assign me the issue, I'm working on it ! @abhisheks008

abhisheks008 commented 1 year ago

Can you please follow the issue template and share all the information regarding the project. From where you are fetching the dataset, what are the deep learning techniques you are going to use here, what sort of data visualizations should be done, these things should be mentioned while creating an issue.

@aaviiothic

aaviiothic commented 1 year ago

Can you please follow the issue template and share all the information regarding the project. From where you are fetching the dataset, what are the deep learning techniques you are going to use here, what sort of data visualizations should be done, these things should be mentioned while creating an issue.

@aaviiothic

Updated! please check. @abhisheks008

abhisheks008 commented 1 year ago

This issue will be assigned to you @aaviiothic once you complete the assigned one. As per the code of conduct, one issue at a time for each contributor.

Nabanita29 commented 1 year ago

can I work on this?

abhisheks008 commented 1 year ago

can I work on this?

Sorry @Nabanita29 as this issue is opened by a contributor, hence he/she will get the priority for working in this issue. You can create issues by your own.

mayank2130 commented 1 year ago

Hey! I'd like to work on this project.

Dataset : https://www.kaggle.com/datasets/mayankpatel14/second-hand-used-cars-data-set-linear-regression

Approach : Using KNN, Linear Regression and Random Forest Regressor model to predict the car prices.

Full name : Mayank Thakur GitHub Profile Link : https://github.com/mayank2130 Email ID : mayankthakur1712@gmail.com

Approach for this Project : Using KNN and xgb.XGBRegressor, lgb.LGBMRegressor to predict price of cars. @abhisheks008

abhisheks008 commented 1 year ago

This project repository consists of projects based on Deep Learning techniques and methods. Try to solve this issue using DL methods not by simple ML methods. @mayank2130

AtriChatterjee1 commented 11 months ago

Hey! I'd like to work on this project.

Dataset : https://www.kaggle.com/datasets/mayankpatel14/second-hand-used-cars-data-set-linear-regression

Approach : Using ANN with 5-3-1 architecture

Full name : Atri Chattopadhyay GitHub Profile Link : https://github.com/AtriChatterjee1 Email ID : print.atri@gmail.com

@abhisheks008

abhisheks008 commented 11 months ago

Hi @AtriChatterjee1, I have a suggestion. Can you use both the datasets, which is mentioned in the issue template and the one you used while posting the approach in the comment? That'll be a good combined and strong dataset to work on. Also try to use some different improvised algorithms to make this project unique from a normal ML project in terms of the usage of the models. I'd like to hear from you on this.

YashSachan2 commented 11 months ago

Hi @abhisheks008 Can I take on this issue?I have worked on a similar case to detect house prices before.

abhisheks008 commented 11 months ago

Hi @YashSachan2 can you please share your approach for solving this issue? Please try to use DL models as this repository contains projects which are mainly based on DL.

n1haldev commented 10 months ago

Hey @abhisheks008 I would like to work on this.

Dataset: https://www.kaggle.com/datasets/hellbuoy/car-price-prediction

Approach: Use GRU, LSTM and a regular ANN.

Full Name: Nihal T M Github Profile Link: https://github.com/n1haldev Email ID: nihaltm2002@gmail.com

Contest: SWOC24

CoderOMaster commented 10 months ago

Hey @abhisheks008 I would like to work on this.

Dataset: https://www.kaggle.com/datasets/hellbuoy/car-price-prediction

Approach: Use XGBoost, ANN,LSTM or rnn based approaches

Full Name: Keshav Arora Github Profile Link: https://github.com/CoderOMaster Email ID: keshavarorasci@gmail.com

abhisheks008 commented 10 months ago

Hi @n1haldev and @CoderOMaster are you guys part of SWOC event?

Soumiksb06 commented 10 months ago

Full name : Soumik Banerjee GitHub Profile Link : https://github.com/Soumiksb06 Email ID: soumikbanerjee230@gmail.com Approach: I'll use: LSTM, RNN, MLP and try others and find out the best fitted algorithm based on accuracy scores.

Hi, Abhishek, I'm completely new to Open Source but have lots of experience in building DL and ML models for prediction. I feel that this project would be a suitable start for my Open Source journey. Please assign this one to me. I'm contributor of SWOC 2024. Thank You!

abhisheks008 commented 10 months ago

Let the program start officially. Issues will be assigned after that. Till then go through the repository as well as the README file.

Soumiksb06 commented 10 months ago

Let the program start officially. Issues will be assigned after that. Till then go through the repository as well as the README file.

Ok. So how will we know about the assigned issues?

abhisheks008 commented 10 months ago

I guess we will have a communication channel in Discord, through that we can communicate.

Soumiksb06 commented 10 months ago

I guess we will have a communication channel in Discord, through that we can communicate.

Okay

abhisheks008 commented 10 months ago

Hi @Soumiksb06 would you like to work on this issue based on the approach you have shared earlier?

Soumiksb06 commented 10 months ago

Hi @Soumiksb06 would you like to work on this issue based on the approach you have shared earlier?

Yes sure!

abhisheks008 commented 10 months ago

What will be your approach for solving this issue, what are the models you want to implement? @Soumiksb06

Soumiksb06 commented 10 months ago

What will be your approach for solving this issue, what are the models you want to implement? @Soumiksb06

I'll use LSTM, RNN, MLP and try others and find out the best fitted algorithm based on accuracy scores.

abhisheks008 commented 10 months ago

Cool. Issue assigned to you @Soumiksb06. I have also updated the issue name, try to focus on DL models/methods instead of basic ML models.

Soumiksb06 commented 10 months ago

Cool. Issue assigned to you @Soumiksb06. I have also updated the issue name, try to focus on DL models/methods instead of basic ML models.

Yeah sure I mentioned DL models only. How can I contact you? on Linkedin or on Discord?

abhisheks008 commented 10 months ago

Cool. Issue assigned to you @Soumiksb06. I have also updated the issue name, try to focus on DL models/methods instead of basic ML models.

Yeah sure I mentioned DL models only. How can I contact you? on Linkedin or on Discord?

Any platform you want.