Receptive Field of ResNet
https://gist.github.com/samson-wang/a6073c18f2adf16e0ab5fb95b53db3e6?permalink_comment_id=3555374
MachineLearning
kevin-tofu CutPaste: Self-Supervised Learning for Anomaly Detection and Localization
https://arxiv.org/pdf/2104.04015.pdf In the paper, they refer to it as self-supervised learning, but in reality, I believe it’s more like supervised…
Difference between Siamese Network and SimCLR
Conclusion Siamese Networks and SimCLR are both different machine learning architectures used to learn features of objects, but they employ…
Emerging Properties in Self-Supervised Vision Transformers
https://arxiv.org/abs/2104.14294 About DINO is a self-supervised learning algorithm that can be applied to CNNs and ViTs. While it employs a…
Note: Pre-training without Natural Images
Note https://hirokatsukataoka16.github.io/Pretraining-without-Natural-Images/ The paper introduces the concept of Formula-driven Supervised Learning (FDSL), which explores the use of convolutional neural networks…
How to load storage_context in llama-index using Redis as backend, and to load llama-index
Load storage_context from Redis Config is here The easiest way to launch Redis is here. Load llama-index from storage_context
How to create a service-context on Llama-Index
Member Variables in ServiceContext The function to return a SeviceContext
Image Domain Adaptation using OptimalTransport using POT library
POT library and its examples Optimal Transport is one promising algorithm for handling data distributions. It provides a different metric…
Neural Search Example using Qdrant
Neural Search Code Example The vector search using embedding is sometimes so called Neural Search. Here shows example how to…
The potential for business expansion of open-book question-answering applications highlighted by a paper, Language Models are Few-Shot Learners
https://arxiv.org/pdf/2005.14165 This paper is very interesting in the sense that it provides valuable insights into how to utilize the foundational…