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University of Central Florida

Computer Vision Architecture Evolution: ConvNets to Transformers - Lecture 21

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Explore the evolution of vision architectures, comparing SWIN and CNNs, and learn about modernizing ConvNets with macro and micro design changes for improved performance.
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24 Lesons
33 minutes
On-Demand
Free-Video
University of Central Florida

CAP6412 - Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets

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Explore skip connections in ResNets, their impact on adversarial examples, and implications for model robustness and transferability in deep learning.
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10 Lesons
28 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Scaling Insights from Infinite-Width Theory for Next Generation Architectures and Learning Paradigms

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Explore scaling insights from infinite-width theory for advanced architectures and learning paradigms. Gain understanding of optimal scaling rules across various models and their impact on training stability and generalization.
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1 Lesons
51 minutes
On-Demand
Free-Video
TensorFlow

Distributed TensorFlow Training - Google I/O 2018

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Learn to scale TensorFlow training across multiple GPUs and machines efficiently. Explore distribution strategies, performance optimization techniques, and practical implementation using Google Cloud.
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23 Lesons
35 minutes
On-Demand
Free-Video
Linux Foundation

BlindAI - An Open-source Solution for Privacy-friendly AI Deployment

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Explore BlindAI, an open-source project leveraging Confidential Computing for privacy-friendly AI deployment. Learn about end-to-end encryption, ONNX model support, and real-world applications in document analysis and medical imaging.
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1 Lesons
31 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

End to End Object Detection With Transformers

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Comprehensive walkthrough of Facebook's DETR model, covering implementation details, attention visualization, and training process for end-to-end object detection using transformers.
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13 Lesons
1 hour 43 minutes
On-Demand
Free-Video
Aleksa Gordić - The AI Epiphany

ConvNeXt- A ConvNet for the 2020s - Paper Explained

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Explore ConvNeXt, a modern ConvNet outperforming vision transformers in computer vision tasks. Learn about its design, training, and performance across various applications.
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10 Lesons
40 minutes
On-Demand
Free-Video
Yannic Kilcher

Axial-DeepLab - Stand-Alone Axial-Attention for Panoptic Segmentation

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Explore a novel approach to image processing using axial-attention, combining positional embeddings and factorized self-attention to achieve state-of-the-art results in image segmentation tasks.
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9 Lesons
56 minutes
On-Demand
Free-Video
Yannic Kilcher

Deep Residual Learning for Image Recognition - Paper Explained

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Explore deep residual learning for image recognition, covering the problem of depth, residual connections, and their impact on neural network performance in computer vision tasks.
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12 Lesons
31 minutes
On-Demand
Free-Video
Samuel Chan

TorchVision Quick Start - Building an Image Classifier in 10 Minutes

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Build an image classifier for orangutans and komodo dragons using PyTorch's torchvision library and a pretrained ResNet model. Learn to leverage pre-trained models for quick and effective computer vision tasks.
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1 Lesons
17 minutes
On-Demand
Free-Video
Aladdin Persson

TensorFlow Tutorial - Model Subclassing with Keras - Part 8

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Learn to build flexible TensorFlow models using Keras subclassing, including a ResNet-like model with skip connections. Gain advanced model creation skills beyond Sequential and Functional APIs.
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1 Lesons
23 minutes
On-Demand
Free-Video
Derek Banas

Transfer Learning with TensorFlow - Live Coding and Explanation

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Comprehensive live coding session on transfer learning with TensorFlow, covering model reuse, data processing, CNN architectures, and performance optimization techniques for efficient deep learning.
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14 Lesons
2 hours 23 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Trustworthy Deep Learning

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Explore robust, accurate, efficient, and private deep learning with theoretical guarantees, drawing insights from differential equations for trustworthy AI applications.
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6 Lesons
32 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

SPACE Webinar Series: Adaptive Dynamic Scanning and Task-Driven Image Reconstruction

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Prof. Bin Dong explores signal processing challenges, focusing on image reconstruction, deep learning applications, and task-driven approaches in computer vision and medical imaging.
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23 Lesons
1 hour 23 minutes
On-Demand
Free-Video
Code With Aarohi

Explained Identity Block and Convolution Block in ResNet - Residual Networks

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Practical explanation of identity and convolutional blocks in ResNet, including line-by-line code breakdown and discussion of residual concepts in deep learning architectures.
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8 Lesons
24 minutes
On-Demand
Free-Video
Steve Brunton

Neural ODEs - From ResNet to Continuous-Time Machine Learning

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Explore Neural ODEs: a powerful machine learning approach for learning ODEs from data. Discover its advantages over ResNet and extensions like HNNs and LNNs.
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11 Lesons
25 minutes
On-Demand
Free-Video
Steve Brunton

Designing an Architecture for Physics-Informed Machine Learning - Part 3

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Explore various neural network architectures for physics-informed machine learning, including ResNets, UNets, and PINNs. Learn how to incorporate physical principles and symmetries into model design for improved performance.
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15 Lesons
37 minutes
On-Demand
Free-Video
Devoxx

Deep Learning - Devoxx Crowd Counting in Realtime

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Practical introduction to deep learning, showcasing real-time crowd counting at Devoxx. Covers model deployment, framework comparison, and leveraging pre-trained models for predictive power.
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1 Lesons
39 minutes
On-Demand
Free-Video
Yannic Kilcher

SpineNet - Learning Scale-Permuted Backbone for Recognition and Localization

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Explores SpineNet, a novel CNN architecture using scale-permuted features and cross-scale connections, outperforming traditional models in object detection and classification tasks.
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11 Lesons
36 minutes
On-Demand
Free-Video
ChemicalQDevice

QML Neuroradiology - Product Innovation for Alzheimer's Classification

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Explore quantum-enhanced Alzheimer's classification using hybrid models. Analyze recent studies, discuss potential applications, and evaluate the impact of quantum computing on medical imaging advancements.
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1 Lesons
1 hour 15 minutes
On-Demand
Free-Video
ChemicalQDevice

Deep Learning with Quantum and Classical Parameters

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Explore end-to-end differentiation in QML/QiML AI, focusing on quantum-inspired workflows, quantum transfer learning, and troubleshooting techniques for improved AI accuracies and utilities.
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1 Lesons
1 hour 18 minutes
On-Demand
Free-Video
USENIX

MD-ML: Super Fast Privacy-Preserving Machine Learning for Malicious Security with Dishonest Majority

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Explore groundbreaking advances in privacy-preserving machine learning with MD-ML framework, offering enhanced security and efficiency for multi-party computation in neural network inference and training.
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1 Lesons
12 minutes
On-Demand
Free-Video