Deep Neural Networks Courses and Certifications

Neural Networks and Deep Learning

16 reviews

Explore neural networks and deep learning fundamentals, from building and training models to applying them in real-world scenarios. Gain practical skills for AI development and machine learning applications.

• Coursera
• 1 day 35 minutes
• On-Demand
• Paid Course

An Overview of Deep Neural Networks Applications: Wolfram U Class

Explore deep neural network applications through examples, including image classification and speech recognition. Learn about building the ImageIdentify function using Wolfram's neural network framework.

• Wolfram U
• 23 minutes
• On-Demand
• Free Online Course

Alan Turing Institute

High-Dimensional Learning and Deep Neural Networks

Explorez les réseaux neuronaux profonds et l'apprentissage en haute dimension avec le professeur Mallat. Découvrez les avancées récentes en science des données et leurs applications pratiques.

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

Simons Institute

The Information Bottleneck Theory of Deep Neural Networks

Explore the Information Bottleneck Theory's application to deep neural networks, examining statistical learning, information theory, and stochastic gradient descent in brain data analysis.

• YouTube
• 1 hour 38 minutes
• On-Demand
• Free Video

Jeff Heaton

Applications of Deep Neural Networks - 2016 Version

Dive into deep learning fundamentals through recorded university lectures covering neural network applications and practical implementations.

• YouTube
• 23 hours 23 minutes
• On-Demand
• Free Video

Simons Institute

Interpreting Deep Neural Networks

Explore techniques for interpreting deep neural networks, focusing on methods to understand and explain their decision-making processes and internal representations.

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

Simons Institute

Why Deep Learning Works: Implicit Self-Regularization in Deep Neural Networks

Explore the underlying mechanisms of deep learning's success, focusing on implicit self-regularization in neural networks and its impact on model performance.

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

International Mathematical Union

Deep Neural Networks via Monotone Operators

Explore deep equilibrium models, their theoretical foundations, and applications in machine learning, including guaranteed convergence and robustness in neural networks.

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

Pascal Poupart

Deep Neural Networks

Explore deep neural networks, activation functions, and optimization techniques. Learn about gradient vanishing and solutions like rectified linear units.

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

Databricks

Listening at the Cocktail Party - Deep Neural Networks for Speech Separation

Explore deep neural networks for speech separation, focusing on data preparation, network architectures, and real-time implementation on embedded devices for smart audio applications.

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

Dave Churchill

Intro to Artificial Intelligence - Deep Neural Networks - Lecture 20

Explore deep neural networks, their architecture, and applications in AI. Learn key concepts and techniques for implementing advanced machine learning models.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Python Lessons

Deep Neural Networks Step by Step

Master deep neural network implementation from scratch with initialization, forward/backward propagation, parameter updates, and He initialization techniques.

• YouTube
• 1 hour 44 minutes
• On-Demand
• Free Video

Quantifying Uncertainties of Deep Neural Networks and Its Applications

Explore advanced techniques for measuring and understanding uncertainty in deep neural networks, focusing on practical applications and implementation strategies in AI systems.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Fields Institute

Arbitrage-Free Yield Curve and Bond Price Forecasting by Deep Neural Networks

Explore deep neural networks for arbitrage-free yield curve and bond price forecasting, enhancing quantitative finance strategies and market predictions.

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

Institute for Pure & Applied Mathematics (IPAM)

Explainable AI to Analyze Internal Decision Mechanism of Deep Neural Networks

Explore techniques for understanding and improving deep neural networks' decision-making processes, focusing on safety in critical applications and automatic correction of unreliable internal nodes.

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