Machine Learning Fundamentals
Various symmetric and repetitive patterns generated by Compositional Pattern Producing Networks

HyperNEAT: Scaling Neuroevolution with Geometric Patterns

How HyperNEAT uses indirect encoding and geometric patterns to evolve large-scale neural networks with biological …

Natural Language Processing
Types and distribution of coreferences in QuAC dataset showing dialogue complexity

QuAC: Question Answering in Context Dataset

Analysis of QuAC's conversational QA through student-teacher interactions, featuring 100K+ context-dependent questions …

Natural Language Processing
Visualization of coreference resolution in the CoQA conversational question answering dataset

CoQA Dataset: Advancing Conversational Question Answering

Analysis of CoQA, a conversational QA dataset with multi-turn dialogue, coreference resolution, and natural answers for …

Natural Language Processing
3D visualization of word embeddings showing semantic relationships in vector space

Word Embeddings in NLP: An Introduction

Learn about word embeddings in NLP: from basic one-hot encoding to contextual models like ELMo. Guide with examples.