Packt

Modern Deep Learning Foundations

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Packt

Modern Deep Learning Foundations

Included with Coursera Plus

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

Recommended experience

4 hours to complete
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

4 hours to complete
Flexible schedule
Learn at your own pace

What you'll learn

  • Understand core deep learning principles, including neural networks and backpropagation.

  • Gain hands-on experience with advanced architectures like CNNs, RNNs, and Transformers.

  • Learn techniques for improving model performance and deploy deep learning models using TensorFlow and PyTorch.

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Recently updated!

April 2026

Assessments

6 assignments

Taught in English

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There are 5 modules in this course

In this module, we will lay the groundwork for understanding deep learning. You will explore the fundamental concepts of machine learning and deep learning, including neural networks, training processes, and key techniques like backpropagation and regularization. By the end of this section, you'll be equipped to assess and optimize deep learning models effectively.

What's included

6 videos1 reading

In this module, we will dive into the core deep learning architectures that power cutting-edge models. You’ll learn how Convolutional Neural Networks (CNNs) and Recurrent Neural Networks (RNNs) work, as well as explore the benefits of autoencoders and the Transformer model. Understanding these architectures is essential for mastering applications like computer vision and natural language processing.

What's included

5 videos1 assignment

In this module, we will explore advanced techniques that refine deep learning models. You will gain insights into optimization, normalization, and data augmentation strategies, while also learning about model explainability methods to ensure transparency and trust in AI systems. These techniques are key for improving performance and making models more reliable.

What's included

4 videos1 assignment

In this module, we will cover essential tools and practices for deploying deep learning models in real-world applications. You’ll gain hands-on experience with platforms like Google Colab, learn about the strengths of TensorFlow vs. PyTorch, and discover strategies for efficient model deployment and version control. These skills are critical for taking deep learning projects from research to production.

What's included

6 videos1 assignment

In this module, we will guide you on how to advance into specialized areas of deep learning and offer a roadmap to become an industrial deep learning engineer. Whether you are interested in computer vision, natural language processing, or reinforcement learning, this section provides a pathway to deepening your expertise and building a successful career in the field.

What's included

2 videos3 assignments

Instructor

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