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Coursera

Deep Learning Foundations with PyTorch

EDUCBA via Coursera

Overview

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Build a strong foundation in deep learning with PyTorch through a practical, step-by-step introduction to artificial intelligence, machine learning, and neural networks. Designed for beginners and aspiring AI, deep learning, and data science professionals, this course helps you understand how machine learning and deep learning support real-world AI systems. You will explore the evolution from perceptrons to deep neural networks and examine how neural networks approximate complex functions. You will also set up and use Jupyter Notebooks, Google Colab, and PyTorch for deep learning projects. Through guided lessons and coding exercises, you will manipulate tensors and gradients, construct hidden layers, build functional neural networks, and apply transfer learning techniques. What makes this course unique is its structured progression from beginner-friendly AI and machine learning concepts to hands-on neural network development. Rather than focusing only on theory, each module connects essential concepts with practical implementation using industry-standard tools. Enroll to develop the foundational knowledge and coding skills needed to begin building deep learning projects and prepare for further study in AI, deep learning engineering, and data science.

Syllabus

  • Foundations of Deep Learning
    • This module introduces learners to the core principles of machine learning and deep learning, exploring their methods, applications, and the evolution from perceptrons to deep neural networks.
  • Getting Started with Tools
    • This module provides hands-on exposure to essential coding platforms, tools, and frameworks like Jupyter, Google Colab, and PyTorch, while building foundational skills with tensors, gradients, and basic networks.

Taught by

EDUCBA

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