feat(docs): create a cheatsheet for ML07 Transfer Learning Attack

[shsingh]

• [ ] Is there existing cheatsheets at OWASP Cheatsheets
• [ ] If there is an existing cheatsheet, does it need updating at the source to cater for machine learning use cases?
• [ ] Is there a need for a new cheatsheet topic?
• [ ] Add existing or new cheatsheet as a reference to the Top 10 risk document

Example Cheatsheet: Input Validation Cheatsheet

Example of Top 10 risk referencing cheatsheets: ML01 Input Manipulation Attacks - Cheatsheets

[shsingh]

adding @techiemac as potential lead to this due to his request for taking lead on the risk document.

adding @sagarbhure and @shsingh as backup

[aryanxk02]

Hi @shsingh, can I take up this issue? I will prepare a draft with some code snippets for transfer learning. Will follow the format as given in the cheatsheet series. Thanks.

[techiemac]

Hey @aryanxk02 , feel free to take this on! I’m happy to collaborate with you on this

[aryanxk02]

I will prepare a draft that includes:

• Introduction
• Goals of transfer learning
• Strategies: feature extraction, fine tuning, etc.
• Implementation
• Best practices to follow: data augmentation, regularisation, etc
• Conclusion

Let me know @techiemac, what else topics should I cover here!

[techiemac]

Hey @aryanxk02 , I saw your PR. Thanks for the contribution. I think it's a good start at explaining transfer learning but might need a bit more on the security side of it. I'll add a bit more to the PR tomorrow morning (CDT time) to help get you started. Then we can iterate on this.

[aryanxk02]

Hey @aryanxk02 , I saw your PR. Thanks for the contribution. I think it's a good start at explaining transfer learning but might need a bit more on the security side of it. I'll add a bit more to the PR tomorrow morning (CDT time) to help get you started. Then we can iterate on this.

Sure, I'm happy to collaborate :)