Deep Neural Networks Courses and Certifications

EDGE AI FOUNDATION

From the Lab to the Edge: Post-Training Compression for Deep Neural Networks

Discover how to efficiently deploy deep neural networks on edge devices using post-training compression techniques, achieving high speeds with minimal accuracy loss through quantization and pruning methods.

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

PyTorch Tutorial - Neural Networks & Deep Learning in Python

294 ratings at Udemy

Pytorch - Introduction to deep learning neural networks : Neural network applications tutorial : AI neural network model

• Udemy
• 6 hours 36 minutes
• On-Demand
• Paid Course

Modern Deep Convolutional Neural Networks with PyTorch

144 ratings at Udemy

Image Recognition with Convolutional Neural Networks. Advanced techniques for Deep Learning and Representation learning

• Udemy
• 1 hour 55 minutes
• On-Demand
• Free Online Course

Training Deep Neural Networks - Introduction to Keras/TensorFlow - Application to Tabular Data - Lecture 2

Master deep neural network training with Keras/TensorFlow through practical heart disease prediction modeling and tabular data applications.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

DefCamp

Efficient Defenses Against Adversarial Examples for Deep Neural Networks

Explore efficient defense strategies against adversarial examples in deep neural networks, enhancing the robustness and security of AI systems in critical applications.

• YouTube
• 28 minutes
• On-Demand
• Conference Talk

IEEE

SoK - Certified Robustness for Deep Neural Networks

Explore certified robustness techniques for deep neural networks, enhancing their reliability and security against adversarial attacks and perturbations.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

Paul G. Allen School

Beyond Test Accuracies for Studying Deep Neural Networks

Explore deep neural networks beyond test accuracies, focusing on model construction, optimization, and inference. Gain insights into generative multitask learning, learning trajectories, and language model consistencies.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Inside Livermore Lab

Solving the Many-Electron Schrödinger Equation with Deep Neural Networks

Explore deep neural networks for solving complex quantum mechanical equations in many-electron systems, advancing computational physics and materials science.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Video

BIMSA

Pangu-Weather: Accurate Medium-Range Global Weather Forecasting with 3D Deep Neural Networks

Explore Pangu-Weather, an AI-based method for accurate medium-range global weather forecasting using 3D deep networks and Earth-specific priors, outperforming traditional numerical prediction systems.

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

USENIX

Effectively Scheduling Computational Graphs of Deep Neural Networks toward Their Domain-Specific Accelerators

Innovative approach for scheduling DNN computational graphs on domain-specific accelerators, optimizing resource utilization and enhancing performance through synergy between network and hardware architectures.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

BSidesLV

Static Detection of Novel Malware Using Transfer Learning with Deep Neural Networks

Explore innovative malware detection techniques using transfer learning and deep neural networks for enhanced cybersecurity and threat prevention.

• YouTube
• 50 minutes
• On-Demand
• Conference Talk

Institute for Pure & Applied Mathematics (IPAM)

Interpreting Deep Neural Networks Towards Trustworthiness - IPAM at UCLA

Explore techniques for interpreting deep neural networks, including ACD and AWD methods, to enhance trustworthiness in AI applications across scientific domains.

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

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 Video

Data Science Conference

Adversarial Attacks in Deep Neural Networks - Understanding Vulnerabilities and Countermeasures

Explore the world of adversarial attacks in Machine Learning, understanding how malicious inputs can deceive Deep Neural Networks and the ongoing challenges in developing effective defenses.

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

TheIACR

How to Securely Implement Cryptography in Deep Neural Networks

Discover how to securely implement cryptography in deep neural networks with Adi Shamir's inaugural Levchin Lecture from RWC 2025.

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