AI-assisted Programming for Web and Machine Learning
Leveraging AI for smarter coding practices and development environments (English Edition)
- English
- ePUB (mobile friendly)
- Available on iOS & Android
AI-assisted Programming for Web and Machine Learning
Leveraging AI for smarter coding practices and development environments (English Edition)
About this book
Description
Artificial intelligence is redefining how software is created, enabling developers to code faster, improve accuracy, and bring innovative ideas to life. In today's competitive technology landscape, AI-assisted programming is no longer optional; it's a core skill for building modern web applications and machine learning solutions.
This book systematically guides you through the whole development cycle. You will start with the foundations of understanding AI-assisted programming, setting up your environment, and mastering prompt engineering. You will then discover how AI can accelerate front end and back end web development, enhance debugging, and optimize performance. You will also explore data preprocessing, model creation, training, and deploying optimized solutions with the help of real-world examples, case studies, and hands-on exercises, ensuring you can apply every concept in practice. Also, by mastering prompt engineering, you will be able to generate, debug, and optimize code across both these high-demand fields.
By the end of this book, you will have the confidence and skills to integrate AI into your workflow, automate time-consuming tasks, build intelligent applications, and deliver impactful, future-ready solutions.
? Apply prompt engineering effectively for web and ML projects.
? Develop AI-powered front end and back end applications efficiently.
? Automate debugging, testing, and performance optimization with AI.
? Integrate AI tools seamlessly into full-stack development workflows.
? Train, fine-tune, and deploy scalable ML models in the cloud.
? Understand AI-assisted programming concepts and set up development tools.
? Preprocess data and create AI-driven machine learning pipelines. Who this book is for
This book is for learners who want to explore the power of AI-assisted programming in web development and machine learning. Software engineers, web developers, and data scientists who possess foundational programming skills, ideally with Python or JavaScript, can also use it to upgrade their skills. Table of Contents
1. AI in Programming
2. Setting up Your AI Environment
3. Prompt Engineering
4. AI in Front end Development
5. AI for Back end Development
6. Debugging and Optimization with AI
7. Data Preprocessing with AI
8. Building and Training Machine Learning Models
9. Deploying Optimized ML Models
10. Real-world Applications
11. Future Innovations and Ethics in AI
Frequently asked questions
- Essential is ideal for learners and professionals who enjoy exploring a wide range of subjects. Access the Essential Library with 800,000+ trusted titles and best-sellers across business, personal growth, and the humanities. Includes unlimited reading time and Standard Read Aloud voice.
- Complete: Perfect for advanced learners and researchers needing full, unrestricted access. Unlock 1.4M+ books across hundreds of subjects, including academic and specialized titles. The Complete Plan also includes advanced features like Premium Read Aloud and Research Assistant.
Please note we cannot support devices running on iOS 13 and Android 7 or earlier. Learn more about using the app.
Information
Table of contents
- Cover
- Title Page
- Copyright Page
- About the Authors
- About the Reviewers
- Acknowledgements
- Preface
- Table of Contents
- 1. AI in Programming
- 2. Setting up Your AI Environment
- 3. Prompt Engineering
- 4. AI in Front end Development
- 5. AI for Back end Development
- 6. Debugging and Optimization with AI
- 7. Data Preprocessing with AI
- 8. Building and Training Machine Learning Models
- 9. Deploying Optimized ML Models
- 10. Real-world Applications
- 11. Future Innovations and Ethics in AI
- Index