AI-Assisted Programming for Web and Machine Learning - Improve your development workflow with ChatGPT and GitHub Copilot

Mariona Fernández, Anjali Jain, Christoffer Noring, Ajit Jaokar, Ayşe Mutlu

Sinossi

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.

Disponibile da: 30/08/2024.

Lunghezza di stampa: 602 pagine.

Scienze e tecnologia

Altri libri che potrebbero interessarti

Make Your Home a Nature Reserve

Donna Mullen

Bees, butterflies, bats, badgers …
These beautiful and fascinating creatures need a little help from us, as their natural habitats are under pressure.
It's time to invite nature into your home – whether it's a window box, a suburban garden or a farm. Learn how to build a pond, make places for bats to roost and spaces for hedgehogs to ramble. Discover the amazing secret lives of Ireland's wildlife, from tiny bugs to large mammals.
Do try this at home!

Mostra libro

Making Bird-Friendly Birdhouses...

Melvin "Bird Man Mel" Toellner,...

As popular as birdhouses are, many are designed with aesthetics in mind, rather than the bird's preferences and needs. Not so for the projects in Making Bird-Friendly Birdhouses. Lifelong birder Mel "Bird Man Mel" Toellner and pro woodworker Matt Maguire walk readers step-by-step through 15+ projects for safe birdhouses that birds find conducive to their natural nesting habitats. They begin with a comprehensive introduction to why birdhouses are so important, and why the birdhouses should be created with specific birds in mind like bluebirds, wrens, chickadees, owls and even bats! With additional sections on distribution maps, detailed plans, mounting instructions, and tips on attracting birds to your yard, it has everything you need to create a successful backyard haven for your winged friends.

Mostra libro