Neural Network Architecture Courses and Certifications

Stanford Seminar 2022 - DeepMind's Perceiver and Perceiver IO: New Data Family Architecture

Exploring DeepMind's Perceiver architecture for flexible AI processing across diverse data types, offering domain-general solutions comparable to specialized models in various tasks.

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

Dynamic Routing Between Capsules

Explore capsule networks, routing-by-agreement, and their applications in computer vision, with a focus on MNIST and multiMNIST datasets.

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

Yannic Kilcher

LambdaNetworks- Modeling Long-Range Interactions Without Attention

Explore LambdaNetworks, a novel approach to modeling long-range interactions in AI without traditional attention mechanisms, offering improved efficiency and performance in computer vision tasks.

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

tinyML

A Review of Compression Methods for Deep Convolutional Neural Networks

Explore compression techniques for Convolutional Neural Networks, including pruning, distillation, and quantization, to optimize deployment on tinyML devices without compromising accuracy.

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

Valerio Velardo - The Sound of AI

Recurrent Neural Networks Explained Easily

Explore Recurrent Neural Networks: architecture, time series, and Back Propagation Through Time. Learn about simple RNN units and their applications in sequence processing tasks.

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

Center for Language & Speech Processing(CLSP), JHU

Introduction to Artificial Neural Networks - JSALT 2023

Explore artificial neural networks: fundamentals, architectures, and applications in this comprehensive introduction from JSALT 2023 workshop.

• YouTube
• 1 hour 13 minutes
• On-Demand
• Free Video

Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Capturing Computation with Algorithmic Alignment

Explore algorithmic alignment in neural networks, its implications for architecture design, and its potential for building future intelligent systems.

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

Fractal Analytics

Coding with Generative AI

13 ratings at Coursera

Explore Generative AI for coding, learning fundamentals, neural networks, and practical applications to enhance code quality and efficiency in real-world challenges.

• Coursera
• 11 hours 32 minutes
• On-Demand
• Free Online Course (Audit)

Deep Learning Crash Course for Beginners

1 review

Comprehensive introduction to deep learning fundamentals, covering neural networks, learning types, architectures, and model development steps. No coding required, ideal for beginners.

• freeCodeCamp
• 1-2 hours
• On-Demand
• Free Video

Neural Network Programming - Deep Learning with PyTorch

1 review

Learn to build and train neural networks using PyTorch, covering tensor operations, CNN architecture, data preparation, training loops, and performance optimization techniques for deep learning projects.

• YouTube
• 9 hours
• On-Demand
• Free Video

Capsule Networks for Computer Vision – CVPR 2019 Tutorial

Explore capsule networks for computer vision, covering architecture, challenges, applications, and advancements in this cutting-edge deep learning approach.

• YouTube
• 2 hours 41 minutes
• On-Demand
• Free Video

VideoCapsuleNet - A Simplified Network for Action Detection

Explore VideoCapsuleNet, a simplified network for action detection in videos. Learn about capsule networks, convolutional layers, and innovative techniques for improved video analysis.

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

CAP5415 - Introduction to Convolutional Neural Networks Part 2 - Lecture 6

Explore convolutional neural networks' architecture, layers, and features. Learn about AlexNet, pooling, normalization, and the progression from low-level to complex features in deep learning.

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

Introduction to Convolutional Neural Networks - Part 1 - Lecture 6

Comprehensive introduction to Convolutional Neural Networks, covering history, architecture, key concepts, and applications in image processing and beyond.

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

Cardiff University Microcredential

Applications of Machine Learning

Discover how machine learning is increasing throughout all industries and learn the in-demand skills to excel in your career.

• FutureLearn
• 12 weeks, 3 hours a week
• On-Demand
• Paid Course