Topics

Type dataset

General open-data-registry

Integration aws s3

General aws-pds

General sustainability

General agriculture

General earth observation

General geospatial

General life sciences

General machine learning

General climate

Data Domain computer vision

General genomic

General weather

General satellite imagery

General meteorological

General biology

General genetic

Type model

General environmental

Task disaster response

General deep learning

General bioinformatics

General hacktoberfest

Data Domain audio

General natural resource

General imaging

Task classification

Data Domain nlp

General natural language processing

General cancer

General mlops

Integration mlflow

General image processing

General health

General hacktoberfest 2023

General oceans

Data Domain tabular

Integration dvc

General mapping

General coastal

Task image classification

General whole genome sequencing

General biodiversity

General python

Framework tensorflow

General atmosphere

General data science

General elevation

General cog

General covid-19

General strides

General neuroscience

General global

General neuroimaging

General cities

General lidar

Integration git

General coronavirus

General open source software

General ecosystems

General climate model

General water

General neurobiology

Framework pytorch

General csv

General aerial imagery

General air quality

General archives

General land

General astronomy

Task object detection

General transcriptomics

General urban

General food security

General parquet

General analytics

General bam

General energy

General internet

General continuously operating reference station - cors

General gps

General machine learning project

General homo sapiens

General data science project

General conservation

General tutorial

General fastq

General stac

Framework scikit-learn

General cell biology

Data Domain 3d model

General cell imaging

General encyclopedic

General medicine

General broadcast ephemeris

General gnss

General json

General gene expression

General chemistry

General earthquakes

General census

General infrastructure

General nara

General robotics

General solar

General biotech blueprint

General cyber security

General signal processing

General magnetic resonance imaging

General statistics

General demography

General labeled

General reference index

Task autonomous vehicles

General protein

General ice

General molecule

Task machine translation

General mlflow-serving

Data Domain medical imaging

General vcf

General mus musculus

Task vision

General neural network

General cnn

General chemical biology

General neurophysiology

General multimedia

General video

General transportation

General genetic maps

General 1940 census

General geoscience

General population genetics

General floods

General financial markets

General biomolecular modeling

General marine navigation

General planetary

General computer security

General electron microscopy

General fasta

General population

Task information retrieval

General osm

General microscopy

General regulatory

Task time series forecasting

General ml pipelines

General streamlit

General deeplearning

General reproducibility-challenge

Integration arxiv

Task anomaly detection

General xgboost

General wine quality prediction

General market data

General genelab

Task denoising

General smd ai

General digital preservation

General data analytics

Task semantic segmentation

General medical

General data visualization

General llm

General civic

General molecular docking

General metagenomics

General sars

General survey

General computer forensics

Integration github

General commerce

General blockchain

General fluorescence imaging

General us-dc

General regression

General genome wide association study

General dagshub

General demographics

Task text generation

Integration label studio

General long read sequencing

General broadband

General government records

General seismology

General predictive analysis

General short read sequencing

General epigenomics

General fast5

General mers

General nifti

General copyright monitoring

General digital forensics

General amino acid

General bathymetry

General random forests

General metadata

General traffic

General kaggle

Task sentiment analysis

General healthcare

General text analysis

General economics

Task language modelling

Task chatbot

General segmentation

General kidney

General events

Framework huggingface transformers

General llms

General datamanipulation

General transformers

General projects

General electrophysiology

General music

General artificial-intelligence

General network traffic

Task text classification

General research

General covid

General data analysis

General complaints

General movies

General wildlife

General space biology

General intrusion detection

General forecast

Task music information retrieval

General ensemble learning

General trading

General speech processing

General free software

General test

General data

General source code

Task medical image segmentation

Task text-to-image generation

Data Domain graph

General data cleaning

General education

General predictive modelling

General github actions

General deployment

General mining software repositories

Task speech recognition

General cars

General x-ray tomography

General txt

General acoustics

General structural variation

General live song identification

General radiation

General history

General geothermal

General japanese

General datacenter

General cram

General cmip5

General autism spectrum disorder

General csi

General virus

General culture

General data assimilation

General meta learning

General molecular dynamics

General computational fluid dynamics

General mining

General benchmark

General low-pressure turbine

General museum

General simulations

General emotion

Data Domain reinforcement learning

General fisheries

General recombination maps

General hpc

General cell painting

General ukraine

General music features dataset

General space weather

General alchemical free energy calculations

General 1950 census

General vep

General structural biology

General precipitation

General turbulence

General foldingathome

General tiles

General fewshot

General green aviation

General whole exome sequencing

General detection

General workload analysis

General xml

General flask

General pharmaceutical

Task audio classification

General mixed file dataset

General near-surface air temperature

General sklearn

Task question answering

General tertiary analysis

General speaker identification

General art

General national archives catalog

General sqlite

General ransomware

General cover song identification

General keras

General marine

General loftee

General hiring

General geophysics

General science

Task active learning

General high-throughput imaging

Task activity recognition

General openfold

General hydrography

General msa

General near-surface specific humidity

General variant annotation

General media

General timho

General organelle

General protein folding

General alphafold

General bitcoin

General microbiome

General cultural preservation

General protein template

General netcdf

General cloud computing

General histopathology

General industrial

Task face recognition

General pediatric

General privacy

General cmip6

General marine mammals

General seafloor

General enzyme

General scholarly communication

General malware

General automatic speech recognition

General x-ray

General sports

General ai voice clone app

General wine

General pandas

General credit card

General rag

General pipeline

General data pipelines

General disease

Framework pycaret

General snowflake

General analysis

General coco

General ai personal assistant

General linear regression

General python library

General huggingface

General monitoring

General eda

Task object classification

General gans

General mnist

Task explainable artificial intelligence

General prediction

Task recommendation systems

General hebrew

General autoencoder

General text

Task depth estimation

General image

Task pedestrian detection

General instruction following

Task time series

Task named entity recognition

General quantitative

General ai voice assistant

Task music generation

General transactional data

Task text-to-speech synthesis

General toy

Integration bitbucket

General malaria

General ai mlops

General customer sentiment analysis

General zomato

General annotations

General matplotlib

Task text matching

Task reading comprehension

General version control

General bento ml

General aiops

General nltk

Task classification with binary neural network

General gradient boosting

General price prediction

General credit card defaulter prediction

General heroku

General chest x-ray

General cml

General medical terminology

General generative ai

Task image generation

General docker

General ai planning

General api

Task 3d human pose estimation

General loan application

General customer churn

General convolutional neural network

General ml deployment

General example

General llama2

General aws

General noaa cors network - ncn

General master

General colab

Framework ultralytics yolo

Task zero-shot object detection

General mammography

General database

General mlops zoomcamp

General mri

Task object detection in aerial images

General python pakage

Task real-time object detection

General chatgpt plugins

General bias

Task automl

General social good

General chest cancer predition

General fire

General end to end

General continuous integration

General bot

General machine

General numeric arrays

Task video object segmentation

General gender debiasing

General data mining

General codepeak

General modular coding

General datascience

General julia

Task text summarization

General unet

Task sequence-to-sequence language modeling

General labelling

General medical classification

General fastai

General evidently

General dagshub as a my favourite data science tool

Task federated learning

General price

General fitnes

General gru

General script

General epu index

General notebook

General pytest

General giskard

General ditmodel

General interpretability

General data version control

General emoji

General radiometric data

General paper

General cognitive control

General evaluation

Task clustering algorithms evaluation

General catboost

General swiggy

General alguae

Task object recognition

General scw

Task time series analysis

General optical coherence tomography

General nextjs

Task gesture recognition

General bug localization

General credit card default prediction

General bark

General individuals

General sea

Task face sketch synthesis

General siamese network

General fastapi

Task scientific document summarization

Task transfer learning

General devices

General ner

General the blogger

Task image captioning

General chexnet

General number recognition

Task object skeleton detection

General man naked on ice

Task license plate recognition

General tinyml

Task text-image retrieval

General scientific documents

General news

General chest disease

General ai voice cloning

General disease classification

General short

General xyz analysis

General vessel segmentation

General pytorch2

General unit testing

General java

General bark voice clone

General datellite imagery

General titanic

General obesity

General cell segmentation

General telecom

General engineer

General awesome list

General illegal deforestation

Task data augmentation

General vsdvsdvsdvssf

General npc

General finite element method

General histological segmentation

Task object counting

General cracks and potholes

General 2022 data science related notes

Task face identification

General portfolio

General http traffic data

Task dimensionality reduction

Task face reenactment

General semantic search

General project

General trial

General vector embeddings

General oracle

Task rgb-d salient object detection

Task domain generalization

General banking

General vector database

General visualization

General asv

Task colorization

General academic

Task news classification

General fdffwfwf

General forest

General seo

General forecasting

General lora

General baseline

General coronary plaque analysis

General smiles

General numpy

General kyc

General face shape classification for improving styling

General reviewer recommendation

General movie

General car service

General liberia

General insurance

Task answer selection

General singapore

General documents

General flood prediction

General 2023 data science collection repo

General product webscraping on food systesms

General accidents

General art generation

General naive-bayes

General vscode

General skeleton

Task network embedding

General jupyter notebook

General credit card risk

General pil

General fashion images

General edema

General dynamic time warpping

General seagrass

General exercise videos

General video-object-segmentatino

Framework jax

General torchdata

General sdw

General lstm

General hyperspectral imaging

General image complexity

General tim ho

Task fine-grained image classification

General hello-world

General runners

Task link prediction

General ecr

General production optimization

General fdfwsf

General first

Task table detection

General elasticnet

General sometopic

General challenge

General apple

General malware detection

General agents

General suicide rates analysis

Task 3d pose estimation

General happy

General mode

General instruct chatgpt

General bark voice cloning

General trip

General wdl

General tiger

General moldova

General supermarket website scraping

General discord

General latent diffusion models

Task visual question answering

General credit finance fraud

General cps

General beginner

General chatgpt

General data streaming

Task style transfer

Task food recognition

General jitter click test

General spam-classifier

General olympics

General extract mfccs

General gemini

Task machine reading comprehension

General dataframe

General precious stones

General wav

General kagle

General churn

General webapps

General man is nervous

General azure

General tasks

General manipu

General africa

General albumentations

General computing

General stroke prediction

General document image

General text-to-video

Task word embeddings

General violence detection

Task audio source separation

General best pune escorts

General heart valve prosthesis

General shap

General argument

General alpaca

General clot

General covid19 vaccine

General msr

Integration jenkins

General triplet loss

General generative design

General sad

General time prediction

General get data

General html

General quack

General plant

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General ctr

General payments

General food time delivery

General parser

General lungs

Task few-shot learning

General dsd

General large language mode

Task domain adaptation

Task content-based image retrieval

General anaomaly detection

General omdena-milan chapter mirrored from github repo

General chat llama

General classifier

General ai4 sustainable agri-food

General bank

General diabetes

Task face reconstruction

General weather impacts

General type

General discount

General dinosaurs

General recipe

General taxi fare prediction

Framework flax

General sdsd

Task biomedical information retrieval

General data review

General vaccine

General mosquito

Task face verification

General skimage

Task sentence embeddings

General new upcoming data science projects for 2020

General inventory turnover

General eye

General representation learning

Task image-to-image translation

General optimization

General ec2

General defaulter

Task sentence classification

Task generalized zero-shot learning

General duckdb

General soup

General speech

Framework langchain

Task visual tracking

General neutral

General video-object-segmentation

General object

Task neural architecture search

General language

General cybersecurity

General mouse

General soccer

Task feature engineering

General default customer

General code review

General deno

General wealth

General fraud

General remote working file system

Task pose estimation

General vector embedding database

General pune escorts services

General openai

General data extraction of deed of trust

General image to audio

Task speech enhancement

General yvual

General mikrocontrollers

General medical image classification

General gis data

General vls

General phitoplankton

General tumo

General women

General dental

General integration

General power bi

General prevention

General scorecard

General marketing analytics

Task aesthetics quality assessment

General reels

Task autonomous driving

Task face model

Task classification with binary weight network

Task panoptic segmentation

General alzheimers

General jigsaw

General diffusion

Task natural language understanding

General query

General detection of gaps

General mlpipelines

General wordle

Task multi-label text classification

General similarity detection

General computer-aided design

General orchest

General healt

General author dwaipayan chakroborti

General random sampling

General futbol

Task brain tumor segmentation

General ggs

General man is ugli

Task face detection

General dubai

General vascular tissue engineering

General its

General friendship

General clustering

Task network intrusion detection

Task edge detection

General gradio

Task hand gesture recognition

General tutorials

General open-cv

General action video games

General yolov8

General imporoving logistics and optimizing routing

General triathlon

Task pedestrian attribute recognition

General coding

General microcontroller

General marketing

General modern portfolio theory

General chest cancer

General pickle

General digital pathology

General fauna

General animals

Task document layout analysis

Task salient object detection

General preverified

General finance

General snails

General book

General contrastive loss

General explainable ai

Task multi-task learning

General physics

General neural search

General food

General agent

General tactical decision

General cat

General engine

General oci

General sql

General moez

General dialogpt bot

General search

General parkinson disease

Task open information extraction

General weights and biases

General abc analysis

General corpus

Task boundary detection

Task anomaly detection in surveillance videos

Task motion capture

Task sketch-based image retrieval

Task 3d object detection

Task motion estimation

Task document ranking

Task age estimation

Task adversarial defense

Task part-of-speech tagging

Task imitation learning

Task node clustering

Task weakly supervised action localization

Task tumor segmentation

Task multimodal machine translation

Task semantic role labeling

Task semantic correspondence

Task meta-learning

Task colorectal polyps characterization

Task word sense disambiguation

Task vision-language navigation

Task cross-view image-to-image translation

Task open-domain question answering

Task visual place recognition

Task person search

Task deblurring

Task semi-supervised image classification

Task minecraft

Task video super-resolution

Task metric learning

Task image matting

Task synthetic-to-real translation

Task hyperspectral image classification

Task image compression

Task source code summarization

Task dense pixel correspondence estimation

Task motion segmentation

Task cross-lingual transfer

Task unsupervised anomaly detection

Task data-to-text generation

Task emotion recognition in conversation

Task scene text detection

Task multi-document summarization

Task real-time semantic segmentation

Task speech separation

Task spoken language understanding

Task sarcasm detection

Task crowd counting

Task semantic textual similarity

Task mathematical question answering

Task 3d absolute human pose estimation

Task visual object tracking

Task keyword spotting

Task video frame interpolation

Task visual navigation

Task 3d pose estimation using rgbd

Task knowledge graphs

Task video captioning

Task matrix completion

Task out-of-distribution detection

Task genre classification

Task face swapping

Task sign language translation

Task action recognition

Task cross-modal retrieval

Task 3d object tracking

Task unsupervised facial landmark detection

Task table-to-text generation

Task conditional image generation

Task continuous control

Task keypoint detection

Task 3d pose estimation using rgb

Task multi-person pose estimation

Task image/document clustering

Task multivariate time series forecasting

Task sign language recognition

Task weakly-supervised semantic segmentation

Task low-light image enhancement

Task video retrieval

Task fine-grained visual categorization

Task multimodal sentiment analysis

Task scene classification

Task audio generation

Task atari games

Task video recognition

Task activity detection

Task hand segmentation

Task acoustic scene classification

Task region proposal

Task fact verification

Task text style transfer

Task weakly-supervised named entity recognition

Task transliteration

Task video prediction

Task lesion segmentation

Task continual learning

Task image super-resolution

Task rectification

Task keyword extraction

Task topic models

Task graph representation learning

Task dialogue generation

Task video-based person re-identification

Task slot filling

Task scientific results extraction

Task opinion mining

Task fact checking

Task chinese named entity recognition

Task multi-future trajectory prediction

Task multi-object tracking

Task automated theorem proving

Task autonomous navigation

Task knowledge base question answering

Task natural language inference

Integration new relic

Task entity linking

Task density estimation

Task stance detection

Task facial expression recognition

Task language identification

Task coreference resolution

Task lipreading

Task action unit detection

Task disparity estimation

Task self-supervised learning

Framework spacy

Task quantization

Task event-based vision

Task grammatical error correction

Task video summarization

Task causal inference

Task cross-lingual ner

Task bayesian inference

Task image stitching

Task music transcription

Task temporal action localization

Task remote sensing image classification

Task self-driving cars

Integration gitlab

Task entity typing

Task constituency parsing

Task math word problem solving

Task video reconstruction

Task click-through rate prediction

Task music classification

Task visual odometry

Task 3d action recognition

Task image inpainting

Task program repair

Task learning-to-rank

Task visual dialog

Task conversational response selection

Task trajectory prediction

Task one-shot learning

Task drug discovery

Task latent variable models

Task multi-class classification

Task human detection

Task dictionary learning

Task question generation

Task emotion classification

Task stereo matching hand

Task graph clustering

Task graph regression

Task image enhancement

Task scene recognition

Task eye tracking

Task speaker diarization

Task defect detection

Task bias detection

Task kg-to-text generation

Task multiple object tracking

Task scene text recognition

Task multiple instance learning

Task unsupervised image classification

Task semantic parsing

Task video understanding

Task outlier detection

Task grasp contact prediction

Task text-to-sql

Task action detection

Task entity disambiguation

Task person re-identification

Task nested named entity recognition

Task animal pose estimation

Task common sense reasoning

Task sentence embedding

Task 3d instance segmentation

Task color constancy

Task knowledge graph completion

Task vehicle re-identification

Task monocular 3d object detection

Task intent detection

Task code search

Task virtual try-on

Task core set discovery

Task scene segmentation

Task saliency prediction

Task curriculum learning

Task self-supervised action recognition

Task abusive language

Task paraphrase generation

Task structured prediction

Task goal-oriented dialog

Task lexical entailment

Task network pruning

Task emotion recognition

Task image restoration

Task gaze estimation

Task imputation

Task lesion classification

Task hate speech detection

Task face anti-spoofing

Task change point detection

Task small data image classification

Task scene text

Task online multi-object tracking

Task code generation

Task color image denoising

Task image quality assessment

Task scene flow estimation

Task multimodal activity recognition

Task vision and language navigation

Task abstractive text summarization

Task head pose estimation

Task probabilistic deep learning

Task action recognition in videos

Task zero-shot learning

Task referring expression segmentation

Task scene graph detection

Task graph matching

Task 3d multi-person pose estimation

Task image registration

Task retinal vessel segmentation

Task compositional zero-shot learning

Task offline rl

Task multimodal unsupervised image-to-image translation

Task unsupervised machine translation

Task few-shot image classification

Task structure from motion

Task 3d reconstruction

Task lane detection

Task weakly supervised object detection

Task human action generation

Task passage retrieval

Task ssim

Task cross-lingual question answering

Task visual reasoning

Task patch matching

Task video generation

Task sound event detection

Task handwriting generation

Task interactive segmentation

Task saliency detection

Task paraphrase identification

Task fake news detection

Task trajectory forecasting

Task whole slide images

Task automatic post-editing

Task 3d hand pose estimation

Task morphological analysis

Task 3d shape reconstruction

Task action quality assessment

Task 3d multi-object tracking

Task feature selection

Task novel view synthesis

Task dense video captioning

Task multi-agent reinforcement learning

Task 3d face animation

Task egocentric activity recognition

Task stereo matching

Task weather forecasting

Task 3d semantic segmentation

Task hand pose estimation

Task misinformation

Task abnormal event detection in video

Task discourse parsing

Task partial domain adaptation

Task contrastive learning

Task general reinforcement learning

Task semi-supervised video object segmentation

Task stochastic optimization

Task point cloud registration

Task action localization

Task unsupervised domain adaptation

Task computed tomography (ct)

Task relation classification

Task optical character recognition

Task super-resolution

Task facial landmark detection

Task adversarial attack

Task video inpainting

Task node classification

Task fine-grained visual recognition

Task object localization

Task robot navigation

Task community detection

Task music modeling

Task 3d shape representation

Task monocular depth estimation

Task video segmentation

Task product recommendation

Task graph classification

Task image retrieval

Task jpeg artifact correction

Task graph embedding

Task single image dehazing

Task 3d object recognition

Task video description

Task decision making

Task starcraft

Task joint entity and relation extraction

Task action anticipation

Task human-object interaction detection

Task skeleton based action recognition

Task video object detection

Task graph generation

Task action classification

Task video classification

Task human part segmentation

Task music source separation

Task scene generation

Task chinese reading comprehension

Task motion prediction

Task unsupervised object segmentation

Task optical flow estimation

Task fairness

Task dialogue understanding

Task tokenization

Task rgb salient object detection

Task image dehazing

Task relation extraction

Task depression detection

Task action spotting

Task simultaneous localization and mapping

Task relational reasoning

Task depth completion

Task aspect-based sentiment analysis

Task feature importance

Task object tracking

Data Domain point cloud

Task video salient object detection

Task covid- diagnosis

Task robotic grasping

Task chunking

Task traffic sign recognition

Task 3d human reconstruction

Framework tf lite

Task face alignment

Task text simplification

Task binarization

Task image cropping

Task 3d point cloud classification

Task intent classification

Task dialogue state tracking

Task multi-label classification

Task face presentation attack detection

Task document summarization

Task deepfake detection

Task task-oriented dialogue systems

Task eeg

Task scene understanding

Task action segmentation

Task image denoising

Task community question answering

Task document classification

Task image clustering

Task human robot interaction

Task event extraction

Task instance segmentation

Task robust object detection

Task long-tail learning

Task visual localization

Task video semantic segmentation

General newreposistory for to learning - how dagshub works

Task incremental learning

Task audio tagging

Task speech synthesis

Task line segment detection

Task homography estimation

Task handwriting recognition

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task clique prediction

Task semantic similarity

Task variational inference

Task real-time strategy games

Task video question answering

Integration s3 compatible storage

Task compressive sensing

Integration google cloud storage

Task dependency parsing

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title	parent	nav_order
Common Identifiers	Data Model	1

Common Identifiers

There are two key identifiers that are used across data sets.

ISBNs

We use ISBNs for a lot of data linking. In order to speed up ISBN-based operations, we map textual ISBNs to numeric 'ISBN IDs`.

The isbn_id table manages ISBN IDs and their mappings:

Column	Purpose
isbn_id	ISBN identifier
isbn	Textual ISBNs

Each type of ISBN (ISBN-10, ISBN-13) is considered a distinct ISBN. We also consider other ISBN-like things, particularly ASINs, to be ISBNs.

Most derived tables that work with ISBNs use isbn_ids.

Book Codes

We also use book codes, common identifiers for integrated 'books' across data sets. These are derived from identifiers in the various data sets, with bc_of_* functions. Each book code source is assigned to a different 10M number band so we can, if needed, derive the source from a book code.

Source	Function	Numspace
OL Work	`bc_of_work`	10M
OL Edition	`bc_of_edition`	20M
LOC Record	`bc_of_loc_rec`	30M
GR Work	`bc_of_gr_work`	40M
GR Book	`bc_of_gr_book`	50M
LOC Work	`bc_of_loc_work`	60M
LOC Instance	`bc_of_loc_instance`	70M
ISBN	`bc_of_isbn`	90M

The LOC Work and Instance sources are not currently used; they are intended for future use when we are able to import BIBFRAME data from the Library of Congress.

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