Price: $47.99
(as of Jan 12, 2025 00:00:08 UTC – Details)

Speed up your development processes and improve your productivity by writing practical and relevant prompts to build web applications and Machine Learning (ML) models

Purchase of the print or Kindle book includes a free PDF copy

Key FeaturesUtilize prompts to enhance frontend and backend web developmentDevelop prompt strategies to build robust machine learning modelsUse GitHub Copilot for data exploration, maintaining existing code bases, and augmenting ML models into web applicationsBook Description

AI-Assisted Programming for Web and Machine Learning shows you how to build applications and machine learning models and automate repetitive tasks.

Part 1 focuses on coding, from building a user interface to the backend. You’ll use prompts to create the appearance of an app using HTML, styling with CSS, adding behavior with JavaScript, and working with multiple viewports. Next, you’ll build a web API with Python and Flask and refactor the code to improve code readability. Part 1 ends with using GitHub Copilot to improve the maintainability and performance of existing code.

Part 2 provides a prompting toolkit for data science from data checking (inspecting data and creating distribution graphs and correlation matrices) to building and optimizing a neural network. You’ll use different prompt strategies for data preprocessing, feature engineering, model selection, training, hyperparameter optimization, and model evaluation for various machine learning models and use cases.

The book closes with chapters on advanced techniques on GitHub Copilot and software agents. There are tips on code generation, debugging, and troubleshooting code. You’ll see how simpler and AI-powered agents work and discover tool calling.

What you will learnSpeed up your coding and machine learning workflows with GitHub Copilot and ChatGPTUse an AI-assisted approach across the development lifecycle Implement prompt engineering techniques in the data science lifecycleDevelop the frontend and backend of a web application with AI assistance Build machine learning models with GitHub Copilot and ChatGPT Refactor code and fix faults for better efficiency and readability Improve your codebase with rich documentation and enhanced workflows Who this book is for

Experienced developers new to GitHub Copilot and ChatGPT can discover the best strategies to improve productivity and deliver projects quicker than traditional methods. This book is ideal for software engineers working on web or machine learning projects. It is also a useful resource for web developers, data scientists, and analysts who want to improve their efficiency with the help of prompting. This book does not teach web development or how different machine learning models work.

Table of ContentsIt’s a New World, One With AI Assistants, and You’re InvitedPrompt StrategyTools of the Trade: Introducing Our AI AssistantsBuild the Appearance of Our App with HTML and CopilotStyle the App with CSS and CopilotAdd Behavior with JavaScriptSupport Multiple Viewports Using Responsive Web LayoutsBuild a Backend with Web APIsAugment Web Apps with AI ServicesMaintaining Existing CodebasesData Exploration with ChatGPTBuilding a Classification Model with ChatGPTBuilding a Regression Model for Customer Spend with ChatGPTBuilding an MLP Model for Fashion-MNIST with ChatGPTBuilding a CNN Model for CIFAR-10 with ChatGPTUnsupervised Learning: Clustering and PCA

(N.B. Please use the Read Sample option to see further chapters)

From the brand

Packt is a leading publisher of technical learning content with the ability to publish books on emerging tech faster than any other.

Our mission is to increase the shared value of deep tech knowledge by helping tech pros put software to work.

We help the most interesting minds and ground-breaking creators on the planet distill and share the working knowledge of their peers.

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Publisher ‏ : ‎ Packt Publishing (August 30, 2024)
Language ‏ : ‎ English
Paperback ‏ : ‎ 602 pages
ISBN-10 ‏ : ‎ 1835086055
ISBN-13 ‏ : ‎ 978-1835086056
Item Weight ‏ : ‎ 2.79 pounds
Dimensions ‏ : ‎ 0.41 x 7.5 x 9.25 inches

Price: $47.99
(as of Jan 12, 2025 00:00:08 UTC – Details)