Audio Classification

[keshav1441]

Pull Request for ML-Crate 💡

Issue Title: Audio Classification

• Info about the related issue (Aim of the project) : The aim of this project is develop a machine learning model to classify audio recordings into predefined categories and analyze the audio features and model performance.

• Name: Keshav

• Email ID for further communication: keshavsharma1441@gmail.com

• GitHub ID: https://github.com/keshav1441

• Idenitfy yourself: SSOC'24 contributor

I have developed a machine learning model for audio classification using a diverse set of features extracted from audio files. The model accurately categorizes audio samples into predefined classes, leveraging techniques like MFCCs, chroma features, and mel spectrograms for robust classification.

Closes: #463

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

Give a clear description of what have you added or modifications made

I have enhanced the model by incorporating advanced feature extraction techniques such as MFCCs, chroma features, and mel spectrograms to capture intricate audio characteristics. Additionally, I implemented a thorough hyperparameter tuning process and explored multiple machine learning algorithms to optimize classification accuracy.

What sort of change have you made:

• [x] Bug fix (non-breaking change which fixes an issue)
• [x] New feature (non-breaking change which adds functionality)
• [x] Code style update (formatting, local variables)
• [x] Breaking change (fix or feature that would cause existing functionality to not work as expected)
• [x] This change requires a documentation update

How Has This Been Tested? ⚙️

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

Checklist: ☑️

• [x] My code follows the guidelines of this project.
• [x] I have performed a self-review of my own code.
• [x] I have commented my code, particularly wherever it was hard to understand.
• [x] I have made corresponding changes to the documentation.
• [x] My changes generate no new warnings.
• [x] I have added things that prove my fix is effective or that my feature works.
• [x] Any dependent changes have been merged and published in downstream modules.

[github-actions[bot]]

Our team will soon review your PR. Thanks @keshav1441 :)

[abhisheks008]

What's the issue number? @keshav1441

[keshav1441]

I hadn't get any response . Is there any issue?

On Sat, 15 Jun 2024 at 11:58, Abhishek Sharma @.***> wrote:

What's the issue number? @keshav1441 https://github.com/keshav1441

— Reply to this email directly, view it on GitHub https://github.com/abhisheks008/ML-Crate/pull/656#issuecomment-2169158300, or unsubscribe https://github.com/notifications/unsubscribe-auth/BENRHXNVAPJ4EPIHSWEREFTZHPNKLAVCNFSM6AAAAABJK5MYOSVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCNRZGE2TQMZQGA . You are receiving this because you were mentioned.Message ID: @.***>

[abhisheks008]

I hadn't get any response . Is there any issue? … On Sat, 15 Jun 2024 at 11:58, Abhishek Sharma @.> wrote: What's the issue number? @keshav1441 https://github.com/keshav1441 — Reply to this email directly, view it on GitHub <#656 (comment)>, or unsubscribe https://github.com/notifications/unsubscribe-auth/BENRHXNVAPJ4EPIHSWEREFTZHPNKLAVCNFSM6AAAAABJK5MYOSVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDCNRZGE2TQMZQGA . You are receiving this because you were mentioned.Message ID: @.>

I asked you to share the issue number you are contributing for this pull request.