YoVDO

Swimming Without a Lifeguard in the Ocean of Ideas - Abstraction and Unsupervised Deep Learning

Offered By: Santa Fe Institute via YouTube

Tags

Machine Learning Courses Neural Networks Courses Information Theory Courses Statistical Physics Courses Generative Models Courses Tensor Networks Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Dive into a comprehensive lecture on unsupervised deep learning and abstraction presented by Kiel Howe from Minerva Schools at KGI. Explore the fascinating world of deep learning models and their ability to discover useful abstractions in input data. Gain insights into unsupervised techniques for uncovering latent features in unlabeled data and learn about the progress made in developing hierarchical latent feature spaces. Understand how these hierarchical representations can enhance interpretability and performance in supervised learning tasks, as well as their role in deep generative models. Discover a new approach to finding hierarchical latent feature spaces and consider the potential connections between neural and symbolic learning systems. Benefit from the speaker's expertise as complex machine learning concepts are explained in accessible terms, with analogies drawn from statistical physics, information theory, and tensor networks.

Syllabus

Swimming Without a Lifeguard in the Ocean of Ideas: Abstraction & Unsupervised Deep Learning


Taught by

Santa Fe Institute

Tags

Related Courses

Visual Recognition & Understanding
University at Buffalo via Coursera
Deep Learning for Computer Vision
IIT Hyderabad via Swayam
Deep Learning in Life Sciences - Spring 2021
Massachusetts Institute of Technology via YouTube
Advanced Deep Learning Methods for Healthcare
University of Illinois at Urbana-Champaign via Coursera
Generative Models
Serrano.Academy via YouTube