Machine Learning Factory
Machine Learning Factory
From the Idea to the Continuous Maintenance of any Machine Learning Application
About the Book
About the Author
Table of Contents
-
Introduction
- Why is MLE different from Software Engineering
-
Business and Data Understanding
- Defining the Scope of the Machine Learning Application
- Requirements Engineering for Machine Learning
- ML Project Management
- Data Understanding and Collection
- Labs
- References
-
Data Preparation
- Preparing Data for ML
- Clean Data
- Constructing Data
- DataOps for ML
- Labs
- References
-
Modeling
- Research on similar ML problems
- Defining Quality Metrics of ML Model
- Model Selection and Baseline Specification
- Domain Knowledge Incorporation for Model Quality Improvement
- Model Training
- Model Compression
- Ensemble Methods
- Assuring Model Training Reproducibility
- ML Training Pipelines
- Labs
- References
-
Evaluation
- Performance Validation
- Robustness Determination
- Increasing Explainability
- Labs
- References
-
Deployment
- Inference Hardware Specification
- Model Evaluation Under Production Condition
- Versioning for ML Applications
- CI/CD for ML
- Deployment Strategy (Canary Deployment)
- Model Serving Patterns
- Fall-back Plan
- Labs
- References
- Conclusion
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.
Now, this is technically risky for us, since you'll have the book or course files either way. But we're so confident in our products and services, and in our authors and readers, that we're happy to offer a full money back guarantee for everything we sell.
You can only find out how good something is by trying it, and because of our 100% money back guarantee there's literally no risk to do so!
So, there's no reason not to click the Add to Cart button, is there?
See full terms...
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 earnedover $14 millionwriting, 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
