Deep Learning Courses and Certifications

UofU Data Science

Attention Mechanisms in Deep Learning

Explore attention mechanisms in deep learning and neural networks through comprehensive theoretical foundations and practical implementations.

• YouTube
• 1 hour 22 minutes
• Self-Paced
• Free Video

EuroPython Conference

From Trees to Transformers - Adopting Deep Learning for Ranking

Discover how GetYourGuide migrated from XGBoost to PyTorch transformers for ranking, covering phased implementation, A/B testing, and overcoming production challenges.

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

ADC - Audio Developer Conference

Crafting Better Generative Music in Games with Deep Learning

Explore ethical deep learning approaches for procedural music generation in games, covering machine learning basics, MIDI performance generation, and responsible AI design considerations.

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

VinAI

Deep Learning with Noisy Labels

Explore methods for training deep learning models to generalize despite noisy or incorrect labels.

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

VinAI

Implicit Deep Learning - Seminar Series

Implicit deep learning models define predictions through equilibrium equations, allowing loop-based architectures instead of feedforward layers.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Great Learning

Deep Learning Blueprint - How Modern AI Really Thinks

See how neural networks work, how deep learning architectures evolved, and why they power today’s advanced AI systems.

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

Deep Learning for Audio with Python

Implement deep learning models from scratch in Python and TensorFlow for music genre classification.

• YouTube
• 9 hours
• Self-Paced
• Free Video

NYU Deep Learning

A deep-learning lecture series spanning backpropagation, neural architectures, energy-based and self-supervised learning, transformers, and planning.

• YouTube
• 1 day 21 hours
• Self-Paced
• Free Video

Complete Deep Learning

A broad roadmap from neural-network fundamentals and optimization to CNNs, RNNs, transformers, and practical deep-learning projects.

• YouTube
• 1 day 6 hours
• Self-Paced
• Free Video

Advanced Deep Learning with Keras

247 ratings at DataCamp

Keras functional API In this course, you will learn how to solve complex problems using the Keras functional API.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

AI for Medical Diagnosis

2076 ratings at Coursera

In this course, you will create convolutional neural network image classification and segmentation models to make diagnoses of lung and brain disorders.

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

Career Certificate

AI for Medicine

2479 ratings at Coursera

Apply machine learning to concrete medical problems: build and evaluate models for medical diagnosis, patient prognosis, and treatment recommendation.

• Coursera
• 8 weeks, 10 hours a week
• Self-Paced
• Paid Course
• 3 courses

Introduction to Deep Learning with Keras

134 ratings at DataCamp

Build Keras neural networks for regression, binary, multiclass and multi-label classification, then tune them with learning curves, batch normalization, autoencoders, CNNs and RNNs.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Introducción al deep learning contemporáneo

Introducción en español a las arquitecturas contemporáneas de aprendizaje profundo, desde redes convolucionales y recurrentes hasta Transformers de visión y modelos de difusión.

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

Intro to TensorFlow for Deep Learning

48 ratings at Udacity

Developed by Google and Udacity, this course teaches a practical approach to deep learning for software developers.

• Udacity
• 17 hours
• Self-Paced
• Free Online Course