AI Catalog

Curated overview of tools, resources, and starting points around AI.

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Showing 50 of 339 entries
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3Blue1Brown: Neural Networks

ResourceVideoEducationIntermediate

Visual-mathematical video series on neural networks with precise animations and rigorous foundations

AlexNet - ImageNet Classification with Deep Convolutional Neural Networks

ResourceResearch PaperTechnologyExpert

Historic 2012 NIPS paper that revolutionized computer vision with AlexNet

arXiv.org

ResourceDocumentResearchExpert

Preprint repository since 1991, AI papers in cs.AI section, open access, Cornell University

Attention is All You Need

ResourceResearch PaperTechnologyExpert

Google paper that introduced the Transformer architecture and enabled modern Large Language Models

BERT: Bidirectional Encoder Representations from Transformers

ResourceResearch PaperResearchExpert

Google research on bidirectional transformers, foundation of modern NLP systems

Colah's Blog - Neural Networks and Deep Learning Visualizations

ResourceBlogEducationIntermediate

Christopher Olah's renowned blog featuring intuitive visualizations and explanations of neural network concepts

CVPR Conference

ResourceConferenceResearchExpert

One of the most important Computer Vision conferences with over 12,000 participants and strict peer review

The Elements of Statistical Learning

ResourceTextbookStatisticsAdvanced

Standard work for Statistical Learning by Stanford professors Hastie, Tibshirani, and Friedman

Fast.ai Practical Deep Learning Course

ResourceCourseDeep LearningIntermediate

Most acclaimed free deep learning course with practical top-down approach by Jeremy Howard

ICCV Conference

ResourceConferenceResearchExpert

World-leading Computer Vision conference with top-tier status and breakthrough AI innovation

The Illustrated Transformer

ResourceBlogEducationIntermediate

Jay Alammar's visual explanation of the Transformer architecture with intuitive animations

Andrej Karpathy Blog

ResourceBlogEducationIntermediate

High-quality deep learning tutorials from Tesla AI Director

NeurIPS Papers

ResourceResearch PaperResearchExpert

Prestigious AI conference with extensive archive of scientific papers since 1987

GPT-4 Technical Report - OpenAI Research Paper

ResourceResearch PaperResearchExpert

Official OpenAI research paper on GPT-4 development and capabilities

PyTorch Documentation

ResourceDocumentEducationIntermediate

Complete official API reference for PyTorch deep learning framework with all modules

ResNet: Deep Residual Learning for Image Recognition

ResourceResearch PaperResearchExpert

Important arXiv paper on ResNet architecture and residual learning

Stanford CS231n Computer Vision Course

ResourceCourseTechnologyExpert

Stanford's leading Deep Learning course for Computer Vision and neural networks

Word2Vec Distributed Word Representations

ResourceResearch PaperResearchExpert

Foundational Google Research paper on Word2Vec word vectors for NLP

Stable Diffusion 3/3.5

ToolFreemiumHybridAdvanced

Text-to-image AI with improved quality and prompt understanding (SD 3/3.5)

Tencent Hunyuan3D-2.1

ToolFreeOn-PremiseExpert

Open-source AI system for high-quality 3D asset generation with PBR materials

AAAI Conference on Artificial Intelligence

ResourceConferenceResearchExpert

Leading AI research conference with rigorous standards and leading scientists worldwide

AI for Climate Change

ResourceResearch PaperSocietyIntermediate

Nature Climate Change study on AI's role as both climate problem and solution

AI Alignment Forum

ResourceDocumentEthicsExpert

Leading research platform for AI alignment and existential safety

Anthropic Constitutional AI

ResourceResearch PaperEthicsExpert

Anthropic's innovative method for self-supervised AI alignment without human harmfulness evaluations

Anthropic Research

ResourceDocumentResearchExpert

Anthropic's research hub with AI safety papers, Constitutional AI, and Claude safeguards

COCO Dataset - Common Objects in Context

ResourceDocumentResearchIntermediate

Microsoft's comprehensive computer vision dataset with 330k images, object detection, segmentation, and captioning

CS229 Stanford ML Course

ResourceCourseEducationExpert

Stanford's influential Machine Learning foundational course with mathematical foundations and practical implementation

Deep Learning Book (Goodfellow)

ResourceDocumentEducationExpert

MIT Press standard work for Deep Learning with mathematical foundations by Goodfellow/Bengio/Courville

DeepLearning.AI Specialization

ResourceCourseEducationIntermediate

Well-known AI education platform with 10+ million learners and industry certifications

Distill

ResourceDocumentEducationIntermediate

Interactive ML journal with visual explanations, reactive diagrams, and interpretability techniques

Distill Visual Explanations

ResourceDocumentEducationIntermediate

Distill's visual ML explanations with interactive diagrams and feature visualization

ECCV Conference

ResourceConferenceResearchExpert

Important European Computer Vision conference with biennial format and rigorous peer review