Deep Learning Courses and Certifications

Deep Learning Fundamentals

Explore neural networks, convolutional networks, and deep learning platforms. Learn key concepts, use cases, and popular software libraries for this powerful data science field.

• Cognitive Class
• 3 hours
• Self-Paced
• Free Online Course

Deep Learning Interview Prep Course

Comprehensive deep learning interview preparation covering 50 common questions, from basic concepts to advanced topics like optimization, regularization, and model architecture.

• freeCodeCamp
• 4 hours
• Self-Paced
• Free Video

University College London;  DeepMind

Deep Learning Lecture Series

2 ratings

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
• Self-Paced
• Free Video

Stanford Seminar - HPC Opportunities in Deep Learning - Greg Diamos, Baidu

Explore HPC's role in deep learning, focusing on workload characteristics, efficiency, and specialized systems for advancing AI research and applications.

• YouTube
• 1 hour 24 minutes
• Self-Paced
• Free Online Course

Stanford Seminar - Fastai: A Layered API for Deep Learning

Explore fastai, a deep learning library offering high-level components for quick results and low-level components for research flexibility, built on a layered architecture with Python and PyTorch.

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

Deep Learning in the Age of Zen, Vega, and Beyond

Explore deep learning challenges and solutions using AMD's Zen and Vega platforms, focusing on high-performance computing for training and inference in various applications.

• YouTube
• 1 hour 14 minutes
• Self-Paced
• Free Video

Deep Learning for Symbolic Mathematics - Guillaume Lample & Francois Charton

Explore deep learning applications in symbolic mathematics, covering integration techniques, ODEs, and model evaluation, with insights on generalization and comparisons to traditional methods.

• YouTube
• 53 minutes
• Self-Paced
• Free Online Course

Stanford Seminar - Deep Learning for Medical Diagnoses

Explore deep learning's impact on medical diagnoses, from arrhythmia detection to chest X-ray interpretation, and its potential to revolutionize diagnostic access and decision support in healthcare.

• YouTube
• 57 minutes
• Self-Paced
• Free Online Course

NPTEL;  IIT Kharagpur

Deep Learning for Visual Computing

1 rating

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
• Self-Paced
• Free Video

Kaggle

Deep Learning

1 rating

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
• Self-Paced
• Free Video

Creative Applications of Deep Learning with TensorFlow

45 ratings

Explore deep learning with TensorFlow, from basic components to advanced algorithms. Learn to build neural networks for object recognition, content generation, and creative applications in AI.

• Kadenze
• 60 hours
• Self-Paced
• Free Online Course

Data Science Courses

Deep Learning - Fall 2017

Master neural networks, CNNs, GANs, and Sum Product Networks through comprehensive deep learning fundamentals with regularization techniques and advanced architectures.

• YouTube
• 12 hours 32 minutes
• Self-Paced
• Free Video

Data Science Courses

Deep Learning - Fall 2015

Master deep learning fundamentals through neural networks, CNNs, RNNs, Word2vec, and practical implementation with Theano and Keras frameworks.

• YouTube
• 16 hours 46 minutes
• Self-Paced
• Free Video

Code With Aarohi

Convolutional Neural Network Tutorial - Deep Learning and CNN Architectures

Master CNN fundamentals, architectures like AlexNet, VGG-16, ResNet, and Inception networks through practical examples and step-by-step implementations for image classification tasks.

• YouTube
• 7 hours 10 minutes
• Self-Paced
• Free Video

Institute for Advanced Study

Theory of Deep Learning - Where Next?

Explore cutting-edge theoretical foundations of deep learning through expert talks on optimization, generalization, representation learning, and neural network interpretability.

• YouTube
• 17 hours 49 minutes
• Self-Paced
• Free Video