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

General natural language processing

Data Domain nlp

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

Framework tensorflow

General python

General data science

General atmosphere

General elevation

General cog

General covid-19

General strides

General neuroscience

Integration git

General lidar

General coronavirus

General neuroimaging

General global

General cities

General open source software

General ecosystems

General water

General climate model

General csv

General neurobiology

Framework pytorch

General aerial imagery

General air quality

General astronomy

General land

General archives

General transcriptomics

Task object detection

General urban

General analytics

General food security

General energy

General bam

General parquet

General internet

General continuously operating reference station - cors

General gps

General machine learning project

General data science project

General homo sapiens

General conservation

General tutorial

Framework scikit-learn

General encyclopedic

General fastq

Data Domain 3d model

General cell imaging

General cell biology

General stac

General medicine

General broadcast ephemeris

General gnss

General infrastructure

General chemistry

General nara

General census

General robotics

General earthquakes

General gene expression

General json

General cyber security

General biotech blueprint

General solar

General signal processing

General magnetic resonance imaging

General statistics

General demography

General labeled

Task autonomous vehicles

General molecule

General protein

General ice

General reference index

General vcf

General mlflow-serving

Data Domain medical imaging

Task machine translation

General neural network

General mus musculus

General cnn

Task vision

General chemical biology

General transportation

General genetic maps

General geoscience

General neurophysiology

General video

General 1940 census

General multimedia

General floods

General population

General osm

General computer security

Task information retrieval

General electron microscopy

General marine navigation

General regulatory

General fasta

General biomolecular modeling

General planetary

General financial markets

General population genetics

General microscopy

Task time series forecasting

General ml pipelines

General streamlit

Task anomaly detection

General deeplearning

Integration arxiv

General reproducibility-challenge

General data analytics

General data visualization

General market data

General digital preservation

General genelab

General smd ai

General medical

General llm

General civic

General wine quality prediction

General xgboost

Task semantic segmentation

Task denoising

General long read sequencing

General digital forensics

General copyright monitoring

General short read sequencing

General sars

Integration github

General demographics

General traffic

General dagshub

General mers

General amino acid

General us-dc

General random forests

General epigenomics

General broadband

Integration label studio

General molecular docking

General genome wide association study

General blockchain

General metagenomics

General metadata

General government records

Task text generation

General predictive analysis

General fast5

General nifti

General computer forensics

General seismology

General survey

General bathymetry

General commerce

General regression

General fluorescence imaging

General kaggle

Task sentiment analysis

General text analysis

Task language modelling

General segmentation

Task chatbot

General healthcare

General economics

General artificial-intelligence

General research

General music

General llms

General transformers

General electrophysiology

Framework huggingface transformers

General events

General projects

General datamanipulation

General network traffic

Task text classification

General kidney

General complaints

General data analysis

General space biology

General predictive modelling

General deployment

General free software

General cars

General covid

Task medical image segmentation

General forecast

Data Domain graph

Task speech recognition

General intrusion detection

General data

General speech processing

General trading

General data cleaning

General github actions

General wildlife

General source code

General mining software repositories

Task music information retrieval

General ensemble learning

General education

General txt

General test

General x-ray tomography

General movies

Task text-to-image generation

General sklearn

General automatic speech recognition

General bitcoin

General radiation

Task active learning

General high-throughput imaging

General hiring

General xml

General japanese

General datacenter

General cmip5

General autism spectrum disorder

General ransomware

General science

General virus

General culture

General marine

General organelle

General mining

General geophysics

General museum

General cmip6

General hpc

Data Domain reinforcement learning

General space weather

General cell painting

General precipitation

General meta learning

General structural biology

General structural variation

General near-surface air temperature

General turbulence

General sqlite

General national archives catalog

General art

General detection

General workload analysis

General cloud computing

General flask

General foldingathome

General marine mammals

General live song identification

General alchemical free energy calculations

General geothermal

General tiles

General ukraine

General benchmark

General vep

General cram

General speaker identification

General variant annotation

General simulations

General msa

General emotion

General computational fluid dynamics

General hydrography

General low-pressure turbine

General fewshot

General data assimilation

General cover song identification

Task question answering

General acoustics

General loftee

General pediatric

Task face recognition

General seafloor

General malware

General fisheries

General tertiary analysis

General alphafold

General mixed file dataset

Task audio classification

General netcdf

General green aviation

General timho

General media

General music features dataset

General cultural preservation

General recombination maps

General protein template

General industrial

General microbiome

General scholarly communication

General histopathology

General molecular dynamics

General whole exome sequencing

Task activity recognition

General openfold

General privacy

General history

General keras

General enzyme

General protein folding

General near-surface specific humidity

General 1950 census

General csi

General pharmaceutical

General sports

General price prediction

Task explainable artificial intelligence

General pipeline

General prediction

General monitoring

General ai voice clone app

General analysis

Framework pycaret

Task depth estimation

General data pipelines

General datascience

General eda

General wine

General linear regression

Task object classification

General mnist

General huggingface

General gans

General autoencoder

General text

General price

General credit card

General pandas

General x-ray

General snowflake

General python library

General coco

Task recommendation systems

General hebrew

General ai personal assistant

General disease

General rag

General gradient boosting

General customer churn

General labelling

General transactional data

General bot

Task automl

General toy

General ai mlops

Task reading comprehension

General docker

General aws

General chest cancer predition

General fastai

Task video object segmentation

General master

General heroku

Task classification with binary neural network

General version control

General instruction following

Task pedestrian detection

General ai voice assistant

General noaa cors network - ncn

Framework ultralytics yolo

General mri

Task real-time object detection

General chatgpt plugins

General gender debiasing

General modular coding

Task text summarization

General medical classification

Task sequence-to-sequence language modeling

General julia

General continuous integration

General python pakage

Task 3d human pose estimation

General generative ai

General cml

General aiops

General annotations

Task named entity recognition

Task time series

General malaria

General nltk

Task image generation

General example

General llama2

General colab

General mlops zoomcamp

General data mining

General codepeak

General evidently

General database

General numeric arrays

General machine

General end to end

General social good

General bias

Task object detection in aerial images

General mammography

General convolutional neural network

General loan application

General chest x-ray

General credit card defaulter prediction

General bento ml

Task text matching

General matplotlib

General customer sentiment analysis

Integration bitbucket

Task text-to-speech synthesis

Task federated learning

Task zero-shot object detection

General unet

General fire

General ml deployment

General ai planning

General medical terminology

General zomato

General quantitative

General image

Task music generation

General api

General dagshub as a my favourite data science tool

General hello-world

General runners

Task link prediction

General car service

General ecr

General movie

General production optimization

General reviewer recommendation

General fdfwsf

General first

Task table detection

General face shape classification for improving styling

General elasticnet

General sometopic

Task multi-task learning

General kyc

General challenge

General apple

General malware detection

General numpy

General smiles

General coronary plaque analysis

General agents

General baseline

General lora

General forecasting

General suicide rates analysis

Task 3d pose estimation

General happy

General seo

General mode

General instruct chatgpt

General physics

General forest

General fdffwfwf

General bark voice cloning

General trip

Task news classification

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 academic

General cps

General neural search

General beginner

Task colorization

General asv

General visualization

General chatgpt

General data streaming

General vector database

Task style transfer

General banking

Task domain generalization

Task rgb-d salient object detection

Task food recognition

General jitter click test

General oracle

General food

General spam-classifier

General olympics

General extract mfccs

General vector embeddings

General gemini

Task machine reading comprehension

General dataframe

General precious stones

General wav

General epu index

General trial

General kagle

General churn

General webapps

General man is nervous

General project

General azure

General tasks

General manipu

General africa

General semantic search

General albumentations

General agent

Task face reenactment

General computing

General stroke prediction

General document image

General text-to-video

Task dimensionality reduction

Task word embeddings

General http traffic data

General portfolio

General violence detection

Task audio source separation

General best pune escorts

General heart valve prosthesis

Task face identification

General shap

General argument

General 2022 data science related notes

General cracks and potholes

General alpaca

General clot

Task object counting

General covid19 vaccine

General msr

Integration jenkins

General triplet loss

General histological segmentation

General generative design

General finite element method

General npc

General sad

General time prediction

General vsdvsdvsdvssf

Task data augmentation

General get data

General html

General quack

General script

General plant

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General ctr

General payments

General food time delivery

General illegal deforestation

General parser

General lungs

Task few-shot learning

General awesome list

General dsd

General tactical decision

General large language mode

Task domain adaptation

General cat

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 engineer

General bank

General diabetes

General engine

Task face reconstruction

General type

General telecom

General discount

General dinosaurs

General recipe

General taxi fare prediction

Framework flax

General cell segmentation

General sdsd

General obesity

General titanic

Task biomedical information retrieval

General data review

General datellite imagery

General vaccine

General bark voice clone

General java

General mosquito

Task face verification

General unit testing

General pytorch2

General skimage

General vessel segmentation

Task sentence embeddings

General new upcoming data science projects for 2020

General oci

General xyz analysis

General inventory turnover

General eye

General representation learning

Task image-to-image translation

General optimization

General sql

General ec2

General defaulter

Task sentence classification

Task generalized zero-shot learning

General short

General duckdb

General soup

General speech

General disease classification

Framework langchain

General ai voice cloning

Task visual tracking

General neutral

General video-object-segmentation

General chest disease

General object

Task neural architecture search

General language

General cybersecurity

General news

General mouse

General soccer

Task feature engineering

General scientific documents

General default customer

General moez

Task text-image retrieval

General tinyml

General code review

Task license plate recognition

General man naked on ice

General gru

General deno

General wealth

General fraud

General remote working file system

Task pose estimation

General vector embedding database

General pune escorts services

Task object skeleton detection

General dialogpt bot

General openai

General number recognition

General data extraction of deed of trust

General chexnet

General image to audio

Task image captioning

General the blogger

Task speech enhancement

General yvual

General mikrocontrollers

General medical image classification

General ner

General gis data

General devices

General vls

General phitoplankton

Task transfer learning

General tumo

General women

Task scientific document summarization

General fastapi

General siamese network

General dental

General integration

General search

General power bi

General prevention

General scorecard

General marketing analytics

Task face sketch synthesis

General sea

General individuals

Task aesthetics quality assessment

General reels

Task autonomous driving

Task face model

General bark

General parkinson disease

Task classification with binary weight network

Task panoptic segmentation

General alzheimers

General jigsaw

Task open information extraction

General diffusion

Task natural language understanding

General credit card default prediction

General query

General detection of gaps

General mlpipelines

General bug localization

General wordle

Task gesture recognition

Task multi-label text classification

General similarity detection

General nextjs

General optical coherence tomography

General weights and biases

Task time series analysis

General scw

Task object recognition

General alguae

General computer-aided design

General orchest

General healt

General fitnes

General author dwaipayan chakroborti

General random sampling

General swiggy

General futbol

Task brain tumor segmentation

General ggs

General catboost

General man is ugli

Task clustering algorithms evaluation

Task face detection

General dubai

General vascular tissue engineering

General evaluation

General its

General weather impacts

General friendship

General clustering

Task network intrusion detection

Task edge detection

General abc analysis

General cognitive control

General gradio

Task hand gesture recognition

General tutorials

General paper

General radiometric data

General open-cv

General action video games

General yolov8

General emoji

General imporoving logistics and optimizing routing

General triathlon

General data version control

Task pedestrian attribute recognition

General coding

General microcontroller

General marketing

General modern portfolio theory

General interpretability

General ditmodel

General chest cancer

General pickle

General digital pathology

General fauna

General animals

Task document layout analysis

General giskard

General pytest

Task salient object detection

General preverified

General finance

General notebook

General snails

General book

General contrastive loss

General corpus

General accidents

General art generation

General naive-bayes

General explainable ai

General vscode

General skeleton

General product webscraping on food systesms

General 2023 data science collection repo

Task network embedding

General jupyter notebook

General flood prediction

General credit card risk

General documents

General pil

General singapore

General fashion images

General edema

General dynamic time warpping

General seagrass

General exercise videos

Task answer selection

General video-object-segmentatino

Framework jax

General insurance

General torchdata

General sdw

General lstm

General hyperspectral imaging

General image complexity

General liberia

General tim ho

Task fine-grained image classification

Task boundary detection

Task scene text detection

Task motion capture

Task paraphrase generation

Task semantic textual similarity

Task motion estimation

Task scene classification

Task age estimation

Task adversarial defense

Task hand segmentation

Task network pruning

Task node clustering

Task atari games

Task action recognition

Task rectification

Task transliteration

Task semantic correspondence

Task unsupervised facial landmark detection

Task audio tagging

Task image retrieval

Task table-to-text generation

Task conditional image generation

Task cross-modal retrieval

General newreposistory for to learning - how dagshub works

Task causal inference

Task imputation

Task keypoint detection

Task robust object detection

Task event extraction

Task cross-view image-to-image translation

Task keyword spotting

Task multi-agent reinforcement learning

Task image/document clustering

Task weakly-supervised semantic segmentation

Task visual place recognition

Task person search

Task weather forecasting

Task human robot interaction

Task document classification

Task deblurring

Task acoustic scene classification

Task text style transfer

Task scene understanding

Task task-oriented dialogue systems

Task deepfake detection

Task semi-supervised image classification

Task document summarization

Task minecraft

Task face presentation attack detection

Task activity detection

Task intent classification

Task image cropping

Task metric learning

Task graph representation learning

Task weakly-supervised named entity recognition

Task binarization

Task traffic sign recognition

Task retinal vessel segmentation

Task hyperspectral image classification

Task scene flow estimation

Task skeleton based action recognition

Task covid- diagnosis

Data Domain point cloud

Framework spacy

Task object tracking

Task motion segmentation

Task aspect-based sentiment analysis

Task video prediction

Task face alignment

Task head pose estimation

Task object localization

Task sound event detection

Task lesion segmentation

Task depth completion

Task topic models

Task emotion recognition in conversation

Task zero-shot learning

Task dialogue generation

Task vision-language navigation

Task depression detection

Task rgb salient object detection

Task tokenization

Task real-time semantic segmentation

Task meta-learning

Task slot filling

Task optical flow estimation

Task spoken language understanding

Task entity linking

Task ssim

Task chinese named entity recognition

Task mathematical question answering

Task music source separation

Task scientific results extraction

Task action classification

Task 3d absolute human pose estimation

Task opinion mining

Task action anticipation

Task multi-object tracking

Task visual object tracking

Task decision making

Task saliency detection

Task autonomous navigation

Task density estimation

Task 3d object recognition

Task jpeg artifact correction

Task video segmentation

Task music modeling

Task stance detection

Task multiple object tracking

Task video frame interpolation

Task disparity estimation

Task visual navigation

Task self-supervised learning

Task cross-lingual ner

Task community detection

Task node classification

Task knowledge graphs

Task facial landmark detection

Task optical character recognition

Task computed tomography (ct)

Task automatic post-editing

Task contrastive learning

Task remote sensing image classification

Task hand pose estimation

Task unsupervised image classification

Task event-based vision

Task genre classification

Task action quality assessment

Task 3d semantic segmentation

Task handwriting generation

Task 3d multi-object tracking

Task math word problem solving

Task video reconstruction

Task 3d object tracking

Task stereo matching

Task music classification

Task video summarization

Task semantic role labeling

Task continuous control

Task partial domain adaptation

Task 3d pose estimation using rgb

Task multi-person pose estimation

Task visual odometry

Task egocentric activity recognition

Task 3d face animation

Task dense video captioning

Task novel view synthesis

Task multivariate time series forecasting

Integration new relic

Task feature selection

Task bayesian inference

Task 3d shape reconstruction

Task super-resolution

Task morphological analysis

Task low-light image enhancement

Task trajectory forecasting

Task image stitching

Task patch matching

Task video retrieval

Task knowledge base question answering

Task visual reasoning

Task point cloud registration

Task music transcription

Task unsupervised domain adaptation

Task cross-lingual question answering

Task audio generation

Task 3d object detection

Task video recognition

Task weakly supervised object detection

Task temporal action localization

Task lane detection

Task structure from motion

Task multimodal unsupervised image-to-image translation

Task image enhancement

Task referring expression segmentation

Task abstractive text summarization

Task facial expression recognition

Task unsupervised anomaly detection

Task constituency parsing

Task region proposal

Task fact verification

Task robot navigation

Task quantization

Task color image denoising

Task code generation

Task 3d action recognition

Task program repair

Task learning-to-rank

Task tumor segmentation

Task entity typing

Task online multi-object tracking

Task scene text

Task small data image classification

Task 3d shape representation

Task visual dialog

Task continual learning

Task image super-resolution

Task single image dehazing

Task keyword extraction

Task emotion classification

Task human-object interaction detection

Task graph classification

Task video-based person re-identification

Task change point detection

Task hate speech detection

Task open-domain question answering

Task conversational response selection

Task video understanding

Task video object detection

Task fact checking

Task video classification

Task multi-future trajectory prediction

Task common sense reasoning

Task long-tail learning

Task automated theorem proving

Task trajectory prediction

Task latent variable models

Task clique prediction

Task graph embedding

Task human part segmentation

Task natural language inference

Task multimodal activity recognition

Task vision and language navigation

Task human detection

Task chinese reading comprehension

Task probabilistic deep learning

Task action recognition in videos

Task motion prediction

Task video description

Task scene graph detection

Task graph matching

Task 3d multi-person pose estimation

Task image registration

Task dense pixel correspondence estimation

Task outlier detection

Task offline rl

Task language identification

Task unsupervised machine translation

Task few-shot image classification

Task coreference resolution

Task 3d reconstruction

Task dictionary learning

Task stereo matching hand

Task human action generation

Task lipreading

Task action unit detection

Task eye tracking

Task relational reasoning

Task semantic similarity

Task video generation

Task image dehazing

Task relation extraction

Task interactive segmentation

Task action spotting

Task paraphrase identification

Task feature importance

Task grammatical error correction

Task whole slide images

Task source code summarization

Task 3d hand pose estimation

Task action detection

Task graph clustering

Task robotic grasping

Task saliency prediction

Task speaker diarization

Task video captioning

Task scene recognition

Task community question answering

Task defect detection

Task bias detection

Task self-driving cars

Integration gitlab

Task instance segmentation

Task kg-to-text generation

Task misinformation

Task abnormal event detection in video

Task homography estimation

Task video semantic segmentation

Task scene text recognition

Task general reinforcement learning

Task intent detection

Task stochastic optimization

Task click-through rate prediction

Task action localization

Task core set discovery

Task semantic parsing

Task relation classification

Task handwriting recognition

Task out-of-distribution detection

Task grasp contact prediction

Task adversarial attack

Task video inpainting

Task entity disambiguation

Task fine-grained visual recognition

Task image inpainting

Task compositional zero-shot learning

Task image denoising

Task person re-identification

Task lesion classification

Task monocular depth estimation

Integration google cloud storage

Task product recommendation

Task speech synthesis

Task one-shot learning

Task drug discovery

Task line segment detection

Task multi-class classification

Task color constancy

Task anomaly detection in surveillance videos

Task image matting

Task starcraft

Task joint entity and relation extraction

Task knowledge graph completion

Task sketch-based image retrieval

Task question generation

Task text-to-sql

Task graph generation

Task sign language recognition

Task nested named entity recognition

Task graph regression

Task face anti-spoofing

Task scene generation

Task part-of-speech tagging

Task monocular 3d object detection

Task synthetic-to-real translation

Task colorectal polyps characterization

Task imitation learning

Task dialogue understanding

Task code search

Task scene segmentation

Task weakly supervised action localization

Task animal pose estimation

Task curriculum learning

Task 3d pose estimation using rgbd

Task simultaneous localization and mapping

Task multimodal machine translation

Task multiple instance learning

Task self-supervised action recognition

Task matrix completion

Task word sense disambiguation

Task image compression

Task video salient object detection

Task abusive language

Task image quality assessment

Task chunking

Task multi-label classification

Task 3d human reconstruction

Framework tf lite

Task document ranking

Task text simplification

Task discourse parsing

Task structured prediction

Task 3d point cloud classification

Task real-time strategy games

Task dialogue state tracking

Task sign language translation

Task goal-oriented dialog

Task video super-resolution

Task crowd counting

Task lexical entailment

Task eeg

Task emotion recognition

Task action segmentation

Task cross-lingual transfer

Task passage retrieval

Task image restoration

Task image clustering

Task multi-document summarization

Task sentence embedding

Task 3d instance segmentation

Task data-to-text generation

Task sarcasm detection

Task visual localization

Task vehicle re-identification

Task fairness

Task incremental learning

Task unsupervised object segmentation

Task speech separation

Task virtual try-on

Task gaze estimation

Task fine-grained visual categorization

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task face swapping

Task fake news detection

Task variational inference

Task semi-supervised video object segmentation

Task video question answering

Integration s3 compatible storage

Task compressive sensing

Task multimodal sentiment analysis

Task dependency parsing

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Running	Importing	4

Running the Tools

The data import and integration process is scripted by DVC. The top-level Dvcfile depends on all required steps, so to import the data, just run:

./dvc.sh repro

The import process will take approximately 8 hours.

Custom DVC

Note that the command above uses ./dvc.sh instead of calling the dvc executable directly. The book data tools customize DVC to support checking the status of database import operations, and the ./dvc.sh script runs DVC with the customizations installed. If you run dvc, it will be unable to resolve the pgstat:// URLs and will fail with an error to that effect (the precise error may vary from version to version).

./dvc.sh is just a wrapper and therefore takes all commands and options applicable to dvc.

Tip!

Press p or to see the previous file or, n or to see the next file