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Bone Marrow Cells Classification using Deep Learning #376

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adi271001 opened this issue Nov 5, 2023 · 13 comments · Fixed by #436
Closed

Bone Marrow Cells Classification using Deep Learning #376

adi271001 opened this issue Nov 5, 2023 · 13 comments · Fixed by #436
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Level: MEDIUM Status: Assigned Assigned issue. SWOC S4 Issues under Social Winter of Code, 2025

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@adi271001
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Deep Learning Simplified Repository (Proposing new issue)

🔴 Project Title : Bone Marrow Cells Classification using EffecientNetb5

🔴 Aim : To classify Bone Marrow Cells using EfficientnetB5

🔴 Dataset : https://www.kaggle.com/datasets/andrewmvd/bone-marrow-cell-classification

🔴 Approach : Model uses EfficientNetB5 as base model and adds 4 extra layers batch normalization layer , dense layer , dropout layer , dense_1 layer.


📍 Follow the Guidelines to Contribute in the Project :

  • You need to create a separate folder named as the Project Title.
  • Inside that folder, there will be four main components.
    • Images - To store the required images.
    • Dataset - To store the dataset or, information/source about the dataset.
    • Model - To store the machine learning model you've created using the dataset.
    • requirements.txt - This file will contain the required packages/libraries to run the project in other machines.
  • Inside the Model folder, the README.md file must be filled up properly, with proper visualizations and conclusions.

🔴🟡 Points to Note :

  • The issues will be assigned on a first come first serve basis, 1 Issue == 1 PR.
  • "Issue Title" and "PR Title should be the same. Include issue number along with it.
  • Follow Contributing Guidelines & Code of Conduct before start Contributing.

To be Mentioned while taking the issue :

  1. Import Libraries
  2. Perform Preprocessing of Data
  3. Creating all the required functions
  4. Split Data into test and train
  5. Build the EfficientNetB5 model
  6. Train the model
  7. Predict on test data
  8. Recording the accuracy and plots to check over/underfitting
  9. Saving the Model and predicition results in csv
  • What is your participant role? (Mention the Open Source program) OSEN Participant

Happy Contributing 🚀

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

@abhisheks008
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Hi @adi271001 thanks for showing interest in Deep Learning Simplified. As per the code of conduct, each contributor can work on one issue at a time, on which issue you want to work first?

@adi271001
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@abhisheks008 i want to work on both i'll work on the lung and colon one first after i finsih that i'll work on this

@adi271001
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@abhisheks008 can you assign this to me

@abhisheks008
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Sure. Issue assigned to you @adi271001

@adi271001 adi271001 mentioned this issue Nov 8, 2023
12 tasks
@abhisheks008 abhisheks008 linked a pull request Nov 8, 2023 that will close this issue
12 tasks
@abhisheks008 abhisheks008 removed a link to a pull request Nov 20, 2023
12 tasks
@abhisheks008
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abhisheks008 commented Nov 20, 2023

This issue will not be considered under CollabCode Open Source event organized by OSEN as the program ends on November 20th, 2023.

@abhisheks008 abhisheks008 added Status: Up for Grabs Up for grabs issue. and removed Status: Assigned Assigned issue. OSEN labels Nov 20, 2023
@abhisheks008 abhisheks008 added Codepeak23 This issue is assigned under CodePeak 2023 event/ Level: MEDIUM labels Dec 4, 2023
@CoderOMaster
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Hi @abhisheks008 can I contribute in this?
Thank you

@abhisheks008
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Hi @CoderOMaster are you part of SWOC? If yes, you can comment out here once the SWOC event officially starts.

@CoderOMaster
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@abhisheks008 I couldn't register on for swoc,but still possible to contribute?

@abhisheks008
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Right now, this project repository is going to be part of Social Winter of Code. If you want to contribute you can join it as a Participant.

@abhisheks008 abhisheks008 removed Level: MEDIUM Codepeak23 This issue is assigned under CodePeak 2023 event/ labels Dec 29, 2023
@CoderOMaster
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Registration just closed a few days ago,how can I join as participant?
Thank you

@abhisheks008
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You can connect with the organizing team of SWOC by writing an email on [email protected]

@the-silent-geek
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Full name : D. Uday Kiran
GitHub Profile Link : https://github.com/the-silent-geek
Email ID : [email protected]
Approach for this Project : To implement EfficientnetB5
What is your participant role? social winter of code 23

@abhisheks008
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Also implement MobileNet, ResNet and VGG.
@the-silent-geek

Issue assigned to you.

@abhisheks008 abhisheks008 added Status: Assigned Assigned issue. Level: MEDIUM SWOC S4 Issues under Social Winter of Code, 2025 and removed Status: Up for Grabs Up for grabs issue. labels Jan 9, 2024
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4 participants