The Leanpub 60 Day 100% Happiness Guarantee
Within 60 days of purchase you can get a 100% refund on any Leanpub purchase, in two clicks.
See full terms...
ML System Design & Production Engineering in Bangla
Model থেকে Production—সহজ বাংলায় Core Concepts, Trade-offs ও Interview Preparation
This book is 100% completeLast updated on 2026-09-21
Machine Learning শেখার শুরুতে আমরা সাধারণত dataset নিই, model train করি, accuracy দেখি এবং hyperparameter tune করি। ভালো score এলে মনে হয়—কাজ শেষ। কিন্তু industry-তে দ্রুত বোঝা যায়, একটি ভালো Machine Learning model এবং একটি ভালো Machine Learning system এক জিনিস নয়।
Minimum price
$10.00
$10.00
You pay
Author earns
PDF
About
About the Book
Machine Learning শেখার শুরুতে আমরা সাধারণত dataset নিই, model train করি, accuracy দেখি এবং hyperparameter tune করি। ভালো score এলে মনে হয়—কাজ শেষ। কিন্তু industry-তে দ্রুত বোঝা যায়, একটি ভালো Machine Learning model এবং একটি ভালো Machine Learning system এক জিনিস নয়।
Notebook-এ model 95% accuracy দিতে পারে, কিন্তু production-এ prediction দিতে দুই second সময় নিতে পারে। Training-এর feature real-time prediction-এর সময় না-ও পাওয়া যেতে পারে। Traffic বাড়লে database slow হতে পারে। Model service down হলে application-এর গুরুত্বপূর্ণ feature বন্ধ হতে পারে। আবার model এক মাস পরও আগের মতো কাজ করছে কি না—সেটিও track করতে হয়।
এই জায়গা থেকেই শুরু হয় ML System Design & Production Engineering। Production-এ প্রশ্ন শুধু “কোন model ব্যবহার করব?” নয়। প্রশ্ন হলো—model-টিকে কীভাবে fast, scalable, reliable এবং useful service হিসেবে চালানো হবে?
Feedback
Author
About the Author
Md Aminul Haque Palash
Md. Aminul Haque Palash is a Software Engineer and Machine Learning practitioner. He holds a B.Sc. degree in Computer Science and Engineering (CSE) from Chittagong University of Engineering and Technology (CUET). His work focuses on building practical AI solutions by combining software engineering with machine learning.
One of his key areas of interest is making Machine Learning models effective and reliable in real-world production environments. He believes that the success of an ML system is not determined by model accuracy alone; scalability, latency, data quality, reliability, monitoring, and real-world business requirements are equally important.
Get the free sample chapters
Click the buttons to get the free sample in PDF or EPUB, or read the sample online here
Earn $8 on a $10 Purchase, and $16 on a $20 Purchase
We pay 80% royalties on purchases of $7.99 or more, and 80% royalties minus a 50 cent flat fee on purchases between $0.99 and $7.98. You earn $8 on a $10 sale, and $16 on a $20 sale. So, if we sell 5000 non-refunded copies of your book for $20, you'll earn $80,000.
(Yes, some authors have already earned much more than that on Leanpub.)
In fact, authors have earned over $15 million writing, publishing and selling on Leanpub.
Learn more about writing on Leanpub
Free Updates. DRM Free.
If you buy a Leanpub book, you get free updates for as long as the author updates the book! Many authors use Leanpub to publish their books in-progress, while they are writing them. All readers get free updates, regardless of when they bought the book or how much they paid (including free).
Most Leanpub books are available in PDF (for computers) and EPUB (for phones, tablets and Kindle). The formats that a book includes are shown at the top right corner of this page.
Finally, Leanpub books don't have any DRM copy-protection nonsense, so you can easily read them on any supported device.
Learn more about Leanpub's ebook formats and where to read them
Write and Publish on Leanpub
You can use Leanpub to easily write, publish and sell in-progress and completed ebooks and online courses!
Leanpub is a powerful platform for serious authors, combining a simple, elegant writing and publishing workflow with a store focused on selling in-progress ebooks.
Leanpub is a magical typewriter for authors: just write in plain text, and to publish your ebook, just click a button. (Or, if you are producing your ebook your own way, you can even upload your own PDF and/or EPUB files and then publish with one click!) It really is that easy.