Deep Learning Courses and Certifications

Coursera

Custom Deep Learning Model Architecture

Master custom deep learning architectures in PyTorch—build CNNs, RNNs, GANs, and VAEs, implement training loops, and optimize models with regularization and scheduling for production-ready AI roles.

• Coursera
• 5 weeks, 4 hours a week
• Self-Paced
• Paid Course

Coursera

Deep Learning Model Engineering and Optimization

Master deep learning model engineering by selecting architectures, building PyTorch baselines, and optimizing models with regularization, hyperparameter tuning, and advanced techniques for production-ready performance.

• Coursera
• 5 weeks, 3 hours a week
• Self-Paced
• Paid Course

Coursera

Deep Learning and Modern AI Architectures

Master deep learning by building CNNs, applying transfer learning, and comparing RNNs, transformers, and GANs for vision, sequence, and generative tasks in real-world AI roles.

• Coursera
• 4 weeks, 7 hours a week
• Self-Paced
• Paid Course

Career Certificate

Deep Learning

990 ratings at Udacity

Master deep learning by building neural networks, CNNs, Transformers, GANs, and Diffusion Models using PyTorch, with hands-on projects in image classification, NLP, and generative AI.

• Udacity
• 50 hours
• Self-Paced
• Paid Course

Deep Learning Intuition - Lecture 2

Explore deep learning intuition with Stanford experts, covering logistic regression, face verification, neural architectures, and advanced applications in computer vision and image processing.

• YouTube
• 1 hour 23 minutes
• Self-Paced
• Free Video

Deep Learning - Class Introduction and Logistics - Lecture 1

Comprehensive introduction to deep learning, covering key concepts, tools, and applications. Explores course goals, structure, and practical assignments for hands-on experience in AI and machine learning.

• YouTube
• 1 hour 8 minutes
• Self-Paced
• Free Video

Basics of Deep Learning

664 ratings at Udemy

Explore neural networks, their evolution, and applications in AI. Learn key concepts of deep learning, including ANN, CNN, and RNN, suitable for various professionals.

• Udemy
• 1 hour 46 minutes
• Self-Paced
• Paid Course

Intro to Deep Learning

4 ratings

Use TensorFlow and Keras to build and train neural networks for structured data.

• Kaggle
• 4 hours
• Self-Paced
• Free Certificate

Practical Deep Learning: Master PyTorch in 15 Days

571 ratings at Udemy

From Zero to your own models: Learn PyTorch with hands-on projects. No previous experience required.

• Udemy
• 16 hours 23 minutes
• Self-Paced
• Paid Course

Nvidia Deep Learning Institute;  Unity Career Certificate

Deep Reinforcement Learning

357 ratings at Udacity

Master deep reinforcement learning techniques to train AI agents for navigation, financial trading, and multi-agent systems. Implement classical and modern RL algorithms using PyTorch.

• Udacity
• 83 hours
• Self-Paced
• Paid Course

Tensorflow and Keras For Neural Networks and Deep Learning

540 ratings at Udemy

Master the Most Important Deep Learning Frameworks (Tensorflow & Keras) for Python Data Science

• Udemy
• 8 hours 2 minutes
• Self-Paced
• Paid Course

NPTEL;  IIT Ropar

Deep Learning

In this course, we will learn about the building blocks used in these Deep Learning based solutions. Specifically, we will learn about feedforward neural networks, convolutional neural networks, recurrent neural networks and attention mechanisms.

• YouTube
• 1 day 3 hours
• Self-Paced
• Free Video

Deep Learning Basics with Python, TensorFlow and Keras

Master deep learning fundamentals using Python, TensorFlow, and Keras. Explore CNNs, RNNs, data loading, model analysis, optimization, and practical applications in cryptocurrency prediction.

• YouTube
• 3 hours 30 minutes
• Self-Paced
• Free Video

3Blue1Brown

Visual Introduction to Transformers and GPTs - Deep Learning Chapter 5

Visual introduction to transformers and GPTs, covering key concepts like word embeddings, deep learning premise, and softmax. Explores the inner workings of these models with clear animations and explanations.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

AI and Deep Learning - Comprehensive Video Collection

Explore cutting-edge AI breakthroughs through bite-sized explanations of DeepMind's innovations, neural networks, machine learning advances, and revolutionary applications transforming gaming, art, and science.

• YouTube
• 2 days 16 hours 22 minutes
• Self-Paced
• Free Video