Deep Learning Courses and Certifications

Microcredential

IBM Deep Learning with PyTorch, Keras and Tensorflow

Master deep learning fundamentals and practical implementation using PyTorch, Keras, and TensorFlow through hands-on projects in neural networks, computer vision, and natural language processing.

• Coursera
• On-Demand
• Paid Course
• 5 courses

Intro to Deep Learning

3 reviews

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

• Kaggle
• 4 hours
• On-Demand
• Free Certificate

Introduction to Deep Learning

Learn how deep learning algorithms can be used to solve important engineering problems.

• edX
• 16 weeks, 6-9 hours a week
• On-Demand
• Free Online Course (Audit)

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
• On-Demand
• Free Video

Learn TensorFlow and deep learning, without a Ph.D.

2 reviews

This 3-hour course (video + slides) offers developers a quick introduction to deep-learning fundamentals, with some TensorFlow thrown into the bargain.

• Independent
• 3 hours
• On-Demand
• Free Online Course

University College London;  DeepMind

Deep Learning Lecture Series

2 reviews

Comprehensive lecture series covering key deep learning topics, from fundamentals to advanced concepts, including neural networks, computer vision, NLP, and ethical considerations.

• YouTube
• 18 hours
• On-Demand
• Free Video

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
• On-Demand
• Free Video

Microsoft;  University of Queensland

Deep Learning through Transformative Pedagogy

1 review

How can powerful teaching strategies and effective learning activities enhance deep learning?

• edX
• 4 weeks, 2-3 hours a week
• On-Demand
• Free Online Course (Audit)

IIT Kharagpur;  NPTEL

Deep Learning For Visual Computing

1 review

Deep learning is a genre of machine learning algorithms that attempt to solve tasks by learning abstraction in data following a stratified description paradigm using non-­linear transforma

• Swayam
• 12 weeks
• On-Demand
• Free Online Course

Using GPUs to Scale and Speed-up Deep Learning

1 review

Training complex deep learning models with large datasets takes along time. In this course, you will learn how to use accelerated GPU hardware to overcome the scalability problem in deep learning.

• edX
• 5 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Kaggle

Deep Learning

1 review

Explore deep learning fundamentals, computer vision, TensorFlow, Keras, transfer learning, and advanced topics like TPUs in this comprehensive introduction to neural networks.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Video

NPTEL;  IIT Kharagpur

Deep Learning for Visual Computing

1 review

Comprehensive exploration of deep learning techniques for visual computing, covering neural networks, autoencoders, and CNNs with hands-on implementations using Python and popular datasets.

• YouTube
• 11 hours
• On-Demand
• Free Video

Alexander Amini;  MIT

Deep Generative Modeling

1 review

Explore deep generative modeling, including autoencoders, variational autoencoders, and GANs. Learn about latent variable models, reparameterization tricks, and recent advances in generative AI techniques.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

Deep Learning Crash Course for Beginners

1 review

Comprehensive introduction to deep learning fundamentals, covering neural networks, learning types, architectures, and model development steps. No coding required, ideal for beginners.

• freeCodeCamp
• 1-2 hours
• On-Demand
• Free Video

The Full Stack

Introduction to Deep Learning - Full Stack Deep Learning - March 2019

1 review

Comprehensive introduction to AI and deep learning, covering key concepts, applications, and historical context. Explores data processing, computational requirements, and course structure.

• YouTube
• 26 minutes
• On-Demand
• Free Video