Bayesian Deep Learning Courses and Certifications

Probabilistic Deep Learning with TensorFlow 2

109 ratings at Coursera

Build probabilistic deep learning models with TensorFlow Probability: distribution objects, trainable probabilistic layers, Bayesian CNNs, bijectors and normalising flows, and variational autoencoders for generating images.

• Coursera
• 5 weeks, 11 hours a week
• Self-Paced
• Paid Course

Alexander Amini;  MIT

Evidential Deep Learning and Uncertainty

Learn how evidential deep learning helps neural networks quantify predictive uncertainty and signal when their outputs should not be trusted.

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

Machine Learning with Neural Networks

Learn to build neural networks: feed-forward functions, gradient-based training with backpropagation, regularization for generalization, and Bayesian networks that quantify uncertainty, implemented in TensorFlow.

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

Alfredo Canziani

The Truck Backer-Upper

Train a recurrent neural network controller to back a trailer truck into a parking position, using simulated dynamics and backpropagation through time.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Alexander Amini

Trustworthy Deep Learning

Explore robust and trustworthy deep learning through algorithmic bias, DB-VAE debiasing, and aleatoric and epistemic uncertainty estimation.

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

Data Science Festival

Bayesian Machine Learning - Benefits, Drawbacks, and Practical Applications

Explore Bayesian machine learning's benefits and drawbacks, focusing on model uncertainty and prior knowledge injection. Learn practical applications from Wise's Head of AI.

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

Bayesian Methods for Machine Learning

Build Bayesian models for machine learning: conjugate priors, Expectation-Maximization, variational inference, Latent Dirichlet Allocation, MCMC sampling, variational autoencoders, and Gaussian processes for Bayesian optimization.

• Coursera
• 6 weeks
• No Longer Offered
• Paid Course