Productionizing AI: How to Deliver AI B2B Solutions with Cloud and Python 1st Edition

Productionizing AI: How to Deliver AI B2B Solutions with Cloud and Python 1st Edition- Ebook Instant Download/Delivery ISBN(s): 9781484288160,1484288165,9781484288177, 1484288173

Product details:

• ISBN-10 ‏ : ‎ 1484288173
• ISBN-13 ‏ : ‎ 99781484288177
• Author: Barry Walsh

This book is a guide to productionizing AI solutions using best-of-breed cloud services with workarounds to lower costs. Supplemented with step-by-step instructions covering data import through wrangling to partitioning and modeling through to inference and deployment, and augmented with plenty of Python code samples, the book has been written to accelerate the process of moving from script or notebook to app.

From an initial look at the context and ecosystem of AI solutions today, the book drills down from high-level business needs into best practices, working with stakeholders, and agile team collaboration. From there you’ll explore data pipeline orchestration, machine and deep learning, including working with and finding shortcuts using artificial neural networks such as AutoML and AutoAI. You’ll also learn about the increasing use of NoLo UIs through AI application development, industry case studies, and finally a practical guide to deploying containerized AI solutions.

Table contents:

1. Introduction to AI and the AI Ecosystem
2. AI Best Practice and DataOps
3. Data Ingestion for AI
4. Machine Learning on Cloud
5. Neural Networks and Deep Learning
6. AutoML, AutoAI, and the Rise of NoLo UIs
7. AI Full Stack: Application Development
8. AI Case Studies
9. Deploying an AI Solution (Productionizing and Containerization)
10. Natural Language Processing

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