Image-Classification-Templates

This repository contains 2 templates for training images from 2 methods in PyTorch

1. Transfer Learning Classification
2. Custom Model Classification

Papers I have read to make these templates

A list of interesting blogs/papers I have read about various deep-learning methods/architectures!

LSTM

• Understanding LSTM Networks
• The Unreasonable Effectiveness of Recurrent Neural Networks

Meta Learning

• Matching Networks for One Shot Learning [Paper link]
• SinGAN - Learning a Generative Model from a Single Natural Image
• Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
• Foreground-aware Semantic Representations for Image Harmonization

Transfer Learning

• How transferable are features in deep neural networks?

Generative Adversarial Networks

• Generative Adversarial Networks
• NIPS 2016 Tutorial: Generative Adversarial Networks
• On distinguishability criteria for estimating generative models
• A fun read on GANs!

Word Embeddings

• Semantic Word Embeddings
• Word Embeddings: Explaining their properties
• Messing around with Word2vec

Entity Embeddings

• Knowledge Graph Completion via Complex Tensor Factorization
• Holographic Embeddings of Knowledge Graphs
• Inductive Reasoning about Ontologies Using Conceptual Spaces
• Entity Embeddings with Conceptual Subspaces as a Basis for Plausible Reasoning