Packt
Machine Learning – Modern Computer Vision & Generative AI

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Packt

Machine Learning – Modern Computer Vision & Generative AI

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

8 hours to complete
3 weeks at 2 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

8 hours to complete
3 weeks at 2 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand how to fine-tune pre-trained models for image classification tasks.

  • Gain expertise in object detection techniques, including dataset formats and advanced loss functions.

  • Learn how to generate images using Stable Diffusion and explore its architecture.

  • Implement practical machine learning projects using KerasCV and Python in real-world scenarios.

Details to know

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Recently updated!

January 2025

Assessments

7 assignments

Taught in English

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There are 8 modules in this course

In this module, we will introduce you to the structure of the course and provide you with the tools necessary to succeed. We will guide you through understanding the course layout and show you how to access all course materials and code through GitHub and Bitly links.

What's included

3 videos1 reading

In this module, we will explore key concepts in image classification, focusing on pre-trained models and transfer learning. You'll learn how to implement and fine-tune these models using Python, while reinforcing your skills with practical exercises.

What's included

7 videos1 assignment

In this module, we will dive deep into object detection, covering essential concepts and hands-on practices. You’ll learn how to use pre-trained models, enhance them with transfer learning, and handle datasets in popular formats like COCO and Pascal VOC.

What's included

13 videos1 assignment

In this module, we will introduce you to Stable Diffusion, focusing on its capabilities and real-world applications in generative AI. We’ll walk you through practical exercises on generating images, as well as optional deep dives into the inner workings of diffusion models and their architecture.

What's included

6 videos1 assignment

In this module, we will guide you through setting up your Python environment using Anaconda and installing the critical libraries necessary for machine learning. This will ensure you have the proper tools and setup to begin your journey in the course.

What's included

2 videos1 assignment

In this module, we will support beginners in learning Python by offering tips, explaining coding concepts, and guiding you through practical applications of TDD. You will also gain clarity on the use of Jupyter Notebooks in machine learning projects.

What's included

4 videos1 assignment

In this module, we will provide effective strategies for progressing through machine learning courses. You'll learn the best sequence to build your skills, helping you understand how different topics, such as text and image data handling, connect throughout your learning journey.

What's included

2 videos1 assignment

In this module, we will conclude the course by showing you where to find valuable free deep learning resources and discount coupons, ensuring your learning continues with accessible tools and materials at a reduced cost.

What's included

1 video1 assignment

Instructor

Packt - Course Instructors
Packt
391 Courses37,127 learners

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