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Foundations of AI in Web Development

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Foundations of AI in Web Development

This course is part of AI Strategies for Web Development Specialization

Instructor: Packt - Course Instructors

Included with

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4 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

5 hours to complete

Flexible schedule

Learn at your own pace

4 modules

Gain insight into a topic and learn the fundamentals.

Intermediate level

Recommended experience

5 hours to complete

Flexible schedule

Learn at your own pace

What you'll learn

Understand AI fundamentals and their application in web development.
Learn to integrate machine learning, NLP, and computer vision into web applications.
Develop user-centric web solutions powered by AI technologies.

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Add to your LinkedIn profile

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Build your subject-matter expertise

This course is part of the AI Strategies for Web Development Specialization

When you enroll in this course, you'll also be enrolled in this Specialization.

Learn new concepts from industry experts
Gain a foundational understanding of a subject or tool
Develop job-relevant skills with hands-on projects
Earn a shareable career certificate

There are 4 modules in this course

This course introduces the core principles and strategies of artificial intelligence (AI) in web development, showcasing how AI is transforming modern web experiences. From enhancing user interactions to automating complex processes, AI is at the forefront of shaping the web's future.

You will learn how to harness AI technologies such as machine learning, natural language processing, and computer vision to develop intelligent applications. The course will also help you understand AI's potential to streamline workflows and improve overall web design. What sets this course apart is its practical approach, offering real-world examples and case studies that highlight AI’s application in web projects. You will gain both theoretical knowledge and hands-on skills to effectively integrate AI into your web applications. Designed for web developers looking to understand AI’s capabilities, this course requires a basic understanding of web development but is open to anyone eager to explore the world of AI-driven web solutions. This course is part one of a three-course Specialization designed to provide a comprehensive learning pathway in this subject area. While it delivers standalone value and practical skills, learners seeking a more integrated and in-depth progression may benefit from completing the full Specialization.

This module explores how artificial intelligence is revolutionizing web development, from foundational AI principles to its transformative impact on design, user experience, and security. Learners will discover practical AI-powered tools for code generation, testing, and safeguarding web applications, while also examining the ethical considerations and global standards for responsible AI use. By the end, participants will be equipped to leverage AI for innovative, user-centric, and secure web solutions.

What's included

1 video12 readings1 assignment

1 videoTotal 1 minute

Overview1 minute

12 readingsTotal 65 minutes

Introduction5 minutes
Introduction to the Principles of AI6 minutes
AI's Transformative Role in Web Development6 minutes
AI-powered Transformations in Web Design5 minutes
Key Concepts in AI-Powered Web Design6 minutes
The Transformative Impact of AI on UX7 minutes
User-Centric AI-Driven Development5 minutes
Code Generation Tools4 minutes
Testing Tools5 minutes
Security Tools6 minutes
Ethical Considerations in AI-Enhanced Web Development5 minutes
A Global Call for Responsible AI5 minutes

1 assignmentTotal 16 minutes

AI and Web Development Fundamentals16 minutes

This module introduces key artificial intelligence concepts and their practical applications in web development. Learners will explore foundational AI principles, machine learning techniques, natural language processing, neural networks, and computer vision, all within the context of enhancing web experiences. Through real-world examples and exercises, participants will gain the skills to leverage AI technologies in modern web projects.

What's included

1 video13 readings1 assignment

1 videoTotal 1 minute

Overview1 minute

13 readingsTotal 67 minutes

Introduction5 minutes
Understanding the Science and Techniques Behind AI Programming5 minutes
Exploring the Three Main Categories of AI4 minutes
Exploring the Inner Workings of AI for Web Developers5 minutes
Machine Learning Essentials5 minutes
Unsupervised Learning5 minutes
Reinforcement Learning4 minutes
NLP for Web Interaction6 minutes
Applications of NLP in Web Interaction6 minutes
NLP Techniques5 minutes
Types of Neural Networks6 minutes
Empowering Web Development with Computer Vision5 minutes
Applications of CV in Web Development6 minutes

1 assignmentTotal 16 minutes

Foundations of Artificial Intelligence16 minutes

This module guides learners through the practical process of integrating artificial intelligence into web development projects. You will explore the AI pipeline, model selection and evaluation, ethical considerations, and the importance of human oversight and diverse teams. A hands-on example demonstrates how to build a personalized movie recommendation system using Python.

What's included

1 video11 readings1 assignment

1 videoTotal 1 minute

Overview1 minute

11 readingsTotal 55 minutes

Introduction4 minutes
Navigating the AI Process in Web Development5 minutes
AI Pipeline Streamlining the Journey of AI6 minutes
Selecting and Evaluating Models for Web-Based AI4 minutes
Ethical Considerations in AI Integration6 minutes
Detailed Analysis5 minutes
Diverse and Inclusive AI Development Teams6 minutes
Human Oversight and Intervention Ensuring Accuracy and Fairness in AI for Web Development4 minutes
Making Models Understandable with Interpretable AI7 minutes
Example of Integrating AI into Web Projects Personalized Movie Recommendations with AI4 minutes
Step-by-step Code4 minutes

1 assignmentTotal 16 minutes

Ethics, Efficiency, and Effectiveness in AI-Driven Web Projects16 minutes

This module explores the essential frameworks and tools used in artificial intelligence and machine learning for web development. Learners will gain practical knowledge of leading libraries, best practices for tool selection, and strategies for optimizing AI development environments. By the end, you'll be equipped to choose and implement the right technologies for your AI-driven web projects.

What's included

1 video11 readings1 assignment

1 videoTotal 1 minute

Overview1 minute

11 readingsTotal 55 minutes

Introduction5 minutes
Mastering AI Frameworks A comprehensive guide4 minutes
Indispensable Tools for Artificial Intelligence in Web Development5 minutes
Computer Vision Tools7 minutes
Delving into Frameworks for Web Development6 minutes
Exploring Synergy Uniting Web Interfaces with Powerful AI5 minutes
Optimization of AI Development Environments5 minutes
Exploring Git's Vital Role in AI Development4 minutes
Choosing the Right Tools for Your Project5 minutes
Adopting Best Practices5 minutes
Getting Started on the Model4 minutes

1 assignmentTotal 16 minutes

Navigating AI and ML Development Tools16 minutes

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Instructor

Packt - Course Instructors

Packt

1,910 Courses547,842 learners

Offered by

Packt

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Frequently asked questions

Yes, you can preview the first video and view the syllabus before you enroll. You must purchase the course to access content not included in the preview.

If you decide to enroll in the course before the session start date, you will have access to all of the lecture videos and readings for the course. You’ll be able to submit assignments once the session starts.

Once you enroll and your session begins, you will have access to all videos and other resources, including reading items and the course discussion forum. You’ll be able to view and submit practice assessments, and complete required graded assignments to earn a grade and a Course Certificate.