Refined Hybrid ML section in ml_systems

[Sara-Khosravi]

…oved clarity and accuracy

Before submitting your Pull Request, please review and complete the items on this checklist.

• The text has been proofread for grammar and spelling errors.
• All images, figures, and tables render properly without any glitches.
• All images have a source or they are properly linked to external sites.
• The chapter's formatting is consistent with the rest of the book.
• The chapter has been locally built and tested using Quarto.

[Sara-Khosravi]

@profvjreddi

Hi Vijay,

I hope you’re doing well and had a great week!

I’ve been working on the "Hybrid ML" section and have made some updates, including emphasizing the importance of hybrid models in scalability, adding real-world examples and quantifiable results, and improving the structure. My goal is to make it clearer, more practical, and aligned with the academic tone we’re aiming for.

That said, I feel there’s still room for improvement, and I’ll continue refining it over the coming weeks. I’ll share a more polished version with you soon.

Wishing you a wonderful weekend!

[profvjreddi]

Hi @Sara-Khosravi -- thanks for the updates, but at this moment, I'm trying to freeze the chapters to get the book to mint condition.

Thanks for the updates! At this stage, I'm focusing on finalizing the chapters to get the book into mint condition some sort v0.5 e.

What would be most helpful right now is identifying areas where we could include figures or visuals to enhance the reader's experience. I’d also appreciate any feedback on parts that might feel unclear or disconnected. As the writer, it’s easy for me to assume connections are obvious since they’re all in my head—so a reader's perspective would be incredibly valuable.

If you spot any big gaps or have suggestions on improving the overall flow, those would be great to flag as well.

Of course, you're welcome to make small wording tweaks or suggest PRs for minor adjustments, and I'll gladly review and merge them.

I really appreciate your help and insights!

[Sara-Khosravi]

Hi Vijay, Thank you for the clarification. That makes perfect sense. I’ll focus on identifying areas where visuals or additional explanations could enhance clarity and improve the reading experience. Let me know if there’s anything specific you’d like me to prioritize. Have a great day!

…

On Sun, Jan 19, 2025 at 9:27 AM Vijay Janapa Reddi ***@***.***> wrote: Hi @Sara-Khosravi <https://github.com/Sara-Khosravi> -- thanks for the updates, but at this moment, I'm trying to freeze the chapters to get the book to mint condition. Perhaps what would be most useful would be identifying places where we could use some figure or something like that to enhance the reading experience. Of course, I welcome any big pieces that are missing or any feedback you have, esp. as a reader because as a writer it is easy for me to lose track and its all in my head so sometimes some connections seem obvious to me that won't be obvious toa reader. It would be best to figure out something like that rather than you going through the content and updating it. Does that make sense? I really do appreciate your help! — Reply to this email directly, view it on GitHub <#627 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ASHBIFENKLHLVZAUT7TKG7T2LOY37AVCNFSM6AAAAABVOIJAGOVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDMMBQHA4DIMJUGU> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[Sara-Khosravi]

@profvjreddi

Hi Vijay,

I hope you're doing well. I've prepared a sample of my work in Canva Premium (attached). This example demonstrates how we could use a similar template for the book.

The idea is to implement a consistent design with a specific color palette for each section (such as TinyML, Edge AI, Mobile ML, and Cloud ML). This approach would provide visual cohesion to the book and help readers understand the concepts.

This is just a suggestion, and I’d be happy to hear your thoughts and refine it further based on your feedback.

Looking forward to hearing your views!

[profvjreddi]

Thanks, Sara. I have been using Mermaid charts to generate the new diagrams as they are more programmatic.

[Sara-Khosravi]

Hi Vijay, thank you so much for your feedback! This is fantastic. Have a wonderful day!

…

On Tue, Jan 21, 2025 at 1:04 PM Vijay Janapa Reddi ***@***.***> wrote: Thanks, Sara. I have been using Mermaid charts to generate the new diagrams as they are more programmatic. — Reply to this email directly, view it on GitHub <#627 (comment)>, or unsubscribe <https://github.com/notifications/unsubscribe-auth/ASHBIFF4Y4NUNI6ZZFG6SQT2L2DZFAVCNFSM6AAAAABVOIJAGOVHI2DSMVQWIX3LMV43OSLTON2WKQ3PNVWWK3TUHMZDMMBVGQYTAOBZGI> . You are receiving this because you were mentioned.Message ID: ***@***.***>

[profvjreddi]

Based on the above, I am closing this issue.