Deep Neural Networks Courses and Certifications

Learn Keras: Build 4 Deep Learning Applications

357 ratings at Udemy

Get up and running with deep learning with keras, a high level deep learning API

• Udemy
• 1 hour 29 minutes
• On-Demand
• Free Online Course

TensorFlow and the Google Cloud ML Engine for Deep Learning

305 ratings at Udemy

CNNs, RNNs and other neural networks for unsupervised and supervised deep learning

• Udemy
• 17 hours
• On-Demand
• Paid Course

A Beginners Guide to Data Science

200 ratings at Udemy

Build your mathematics and statistics foundations strongly & ensure your Data science fundas are in place!

• Udemy
• 1 day 17 hours 39 minutes
• On-Demand
• Paid Course

Artificial Neural Networks(ANN) Made Easy

75 ratings at Udemy

Learn ANN Model Building and Fine-tuning ANN hyper-parameters on Python and TensorFlow

• Udemy
• 6 hours
• On-Demand
• Paid Course

MathWorks

Object Tracking and Motion Detection with Computer Vision

23 ratings at Coursera

Explore object tracking and motion detection techniques using MATLAB. Learn to apply deep neural networks, optical flow, and advanced algorithms for real-world computer vision applications.

• Coursera
• 13 hours 46 minutes
• On-Demand
• Free Online Course (Audit)

Paul Hand

Continual Learning and Catastrophic Forgetting

1 review

Explore continual learning and catastrophic forgetting in deep neural networks, covering evaluation methods and algorithms based on regularization, dynamic architectures, and Complementary Learning Systems.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course

Compositionality in Vector Space Models of Meaning

Explore compositional structures in vector space models of meaning, focusing on deep neural networks, grammar, and role-filler bindings to understand language representation.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Online Course

Explaining and Harnessing Adversarial Examples in Machine Learning - Spring 2021

Explore adversarial examples in machine learning, their impact on linear and non-linear models, and techniques like adversarial training to improve model robustness and generalization.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Unmasking Clever Hans Predictors and Assessing Machine Learning - Spring 2021

Unmasking clever predictors: Explore Layer-wise Relevance Propagation and SPRAY techniques to assess machine learning models' decision-making processes and identify potential biases or faults.

• YouTube
• 47 minutes
• On-Demand
• Free Online Course

Explore techniques to interpret deep neural networks, understand AI decision-making, and learn about legal rights to explanation in responsible AI development.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available

MITCBMM

Visual Search - Differences Between Your Brain and Deep Neural Networks

Explore how human visual perception differs from deep neural networks, examining experiments, results, and implications for fields like medical imaging.

• YouTube
• 28 minutes
• On-Demand
• Free Online Course

MITCBMM

Multilingual Representations for Low-Resource Speech Processing

Explore multilingual speech representations to reduce data requirements for new language speech recognition systems, focusing on low-resource scenarios and keyword search performance.

• YouTube
• 40 minutes
• On-Demand
• Free Online Course

Paul G. Allen School

Deja Vu - The Story of Vision & AI

Explore the evolution of computer vision and AI with Ali Farhadi, covering deep neural networks, object detection, visual reasoning, and future predictions in this insightful seminar.

• YouTube
• 57 minutes
• On-Demand
• Free Online Course

Institute for Advanced Study

Understanding Deep Neural Networks - From Generalization to Interpretability

Explore deep neural networks, focusing on generalization and interpretability. Delve into graph convolutional networks, spectral filtering, and transferability. Examine fundamental questions and relevance mapping in machine learning.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

TensorFlow

Swift for TensorFlow - Google I/O 2019

Explore Swift for TensorFlow, a platform integrating deep neural networks with traditional software development. Learn its benefits for advanced machine learning research and why fast.ai chose it for their deep learning course.

• YouTube
• 28 minutes
• On-Demand
• Free Online Course