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
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[Project Addition]: Thirty Musical Instruments Image Classification #705

Closed aaradhyasinghgaur closed 4 weeks ago

aaradhyasinghgaur commented 1 month ago

Pull Request for DL-Simplified 💡

Issue Title : Thirty Musical Instruments Image Classification

Closes: #697

Describe the add-ons or changes you've made 📃

  1. Develop custom deep learning models and utilize pre-trained models like VGG16 and ResNet50 for classifying 30 different music instruments.
  2. Apply data augmentation techniques to enhance model generalization and robustness. 3.Train and evaluate models using metrics such as accuracy score, confusion matrix, and plot graphs to visualize training progress.
  3. Compare and select the best-performing model between custom and pre-trained models based on evaluation results.
  4. Document the entire process and provide a README file with detailed descriptions and conclusions for future enhancements.

Type of change ☑️

What sort of change have you made:

How Has This Been Tested? ⚙️

Describe how it has been tested Describe how have you verified the changes made

Checklist: ☑️

github-actions[bot] commented 1 month ago

Our team will soon review your PR. Thanks @kyra-09 :)