Topics

Type dataset

General open-data-registry

Integration aws s3

General aws-pds

General sustainability

General agriculture

General earth observation

General geospatial

General machine learning

General life sciences

General climate

Data Domain computer vision

General genomic

General weather

General satellite imagery

Type model

General meteorological

General biology

General genetic

General environmental

Task disaster response

General deep learning

General bioinformatics

General hacktoberfest

Data Domain audio

General natural resource

Task classification

General mlops

Integration mlflow

General imaging

Data Domain nlp

General natural language processing

General cancer

General image processing

Task image classification

General health

General python

Data Domain tabular

General oceans

General hacktoberfest 2023

Integration dvc

General data science

Framework tensorflow

General mapping

General coastal

General whole genome sequencing

General biodiversity

General covid-19

General atmosphere

General cog

General elevation

General neuroscience

General strides

General global

General open source software

General cities

General neuroimaging

General machine learning project

General coronavirus

General lidar

Integration git

Task object detection

General ecosystems

Framework pytorch

General climate model

General water

General csv

General neurobiology

General aerial imagery

General land

General archives

General astronomy

General air quality

General transcriptomics

General analytics

General urban

General data science project

General food security

General energy

General parquet

General bam

General gps

General internet

General continuously operating reference station - cors

Framework scikit-learn

General tutorial

General medicine

General conservation

General homo sapiens

Data Domain 3d model

General fastq

General stac

General cell biology

General encyclopedic

General cell imaging

Data Domain medical imaging

General broadcast ephemeris

General gnss

General mlflow-serving

General nara

General census

General robotics

General chemistry

General cyber security

General earthquakes

General gene expression

General json

General infrastructure

General solar

General biotech blueprint

General cnn

General magnetic resonance imaging

General signal processing

General llm

General statistics

General labeled

General demography

General ice

General financial markets

General neural network

General molecule

Task autonomous vehicles

General reference index

General protein

General vcf

Task vision

Task machine translation

Task time series forecasting

General artificial-intelligence

General mus musculus

General deeplearning

General geoscience

General neurophysiology

General genetic maps

General chemical biology

Task information retrieval

General transportation

General video

General dagshub

General multimedia

General ml pipelines

General 1940 census

General computer security

General microscopy

General population genetics

General floods

General biomolecular modeling

General population

General marine navigation

General regulatory

General fasta

General medical

General wine quality prediction

General planetary

General osm

General electron microscopy

Task anomaly detection

General regression

General streamlit

Task chatbot

General healthcare

General predictive analysis

Task denoising

Task semantic segmentation

General reproducibility-challenge

General data analytics

General data visualization

Integration arxiv

General genelab

General llms

General xgboost

General smd ai

Task text generation

General market data

General digital preservation

General civic

General long read sequencing

General us-dc

General fast5

General broadband

General random forests

General nifti

General fluorescence imaging

General survey

General seismology

General amino acid

General government records

Integration github

General molecular docking

General digital forensics

General mers

General computer forensics

General copyright monitoring

General short read sequencing

General epigenomics

General text analysis

General sars

General commerce

General kidney

General metadata

Task medical image segmentation

General metagenomics

General transformers

General traffic

General genome wide association study

General bathymetry

General segmentation

General economics

General demographics

General blockchain

Integration label studio

Task sentiment analysis

General rag

Framework huggingface transformers

Task text classification

General kaggle

General finance

General prediction

Task language modelling

General deployment

General events

General cars

General electrophysiology

General projects

General network traffic

General data cleaning

General sklearn

General research

General music

Task recommendation systems

General datamanipulation

Task active learning

General detection

General txt

General cloud computing

General github actions

Task music information retrieval

General space biology

General disease

General keras

Task speech recognition

General mining software repositories

Data Domain graph

General wildlife

General covid

General forecast

General source code

Task audio classification

Task text-to-image generation

General speech processing

General movies

General predictive modelling

General x-ray tomography

General test

General data

General data analysis

General intrusion detection

General free software

General trading

General bitcoin

General complaints

General ensemble learning

General education

General space weather

General precipitation

General museum

General credit card

General fisheries

General acoustics

General fewshot

General tiles

General foldingathome

General meta learning

General structural biology

General datascience

General cell painting

General hpc

General ai planning

General marine

General pandas

General hiring

General ai personal assistant

General xml

General wine

General automatic speech recognition

General 1950 census

General near-surface specific humidity

General radiation

General csi

Task activity recognition

General aws

General microbiome

General openfold

General scholarly communication

General industrial

General media

General music features dataset

General netcdf

General green aviation

General low-pressure turbine

General mixed file dataset

General linear regression

General pediatric

General medical image classification

General tertiary analysis

General seafloor

Task face recognition

General loftee

General hydrography

General msa

General variant annotation

General emotion

General molecular dynamics

General cram

General speaker identification

General gans

General end to end

General benchmark

General vep

General ukraine

General alchemical free energy calculations

General science

General data pipelines

General flask

General live song identification

General workload analysis

General organelle

General sports

General art

General turbulence

Task object classification

General structural variation

General sqlite

General near-surface air temperature

General national archives catalog

General marine mammals

General geothermal

General computational fluid dynamics

General simulations

General data assimilation

General cover song identification

Task question answering

General malware

Task named entity recognition

General alphafold

General timho

General recombination maps

General cmip6

General cultural preservation

General whole exome sequencing

General protein template

General histopathology

General history

General protein folding

General privacy

General generative ai

General enzyme

General pharmaceutical

General high-throughput imaging

General japanese

General datacenter

General cmip5

General autism spectrum disorder

General virus

General ransomware

General culture

General agents

General mining

General geophysics

Data Domain reinforcement learning

General elasticnet

General mnist

General python library

General snowflake

General matplotlib

General customer sentiment analysis

General python pakage

General ai mlops

General hebrew

General text

General eda

General customer churn

General coco

Task sequence-to-sequence language modeling

General monitoring

General dagshub as a my favourite data science tool

General ml deployment

General analysis

General x-ray

General ai voice clone app

Task text summarization

Task time series

General price prediction

General pipeline

Task image generation

General price

Task explainable artificial intelligence

Framework pycaret

General image

General huggingface

General autoencoder

Task object detection in aerial images

Task depth estimation

Task image captioning

General gradient boosting

General labelling

General transactional data

General bot

Task automl

General toy

General data version control

Task reading comprehension

General docker

General evaluation

General catboost

Task object recognition

Task time series analysis

General chest cancer predition

General chapter 1

General fastai

Task video object segmentation

Task transfer learning

General master

General development

General heroku

Task classification with binary neural network

General version control

General instruction following

General news

Task pedestrian detection

General experiment tracking

General java

General ai voice assistant

General npc

General vector embeddings

General banking

General vector database

General brain

General forest

General forecasting

General noaa cors network - ncn

Framework ultralytics yolo

General numpy

General mri

General car service

Task real-time object detection

General chatgpt plugins

General documents

General gender debiasing

General modular coding

General jupyter notebook

General credit card risk

General lstm

General human computer interaction

General medical classification

General julia

General continuous integration

Task 3d human pose estimation

General cml

Task food recognition

General aiops

General olympics

General annotations

General churn

General malaria

General nltk

General example

General llama2

General colab

General chat llama

General mlops zoomcamp

General data mining

General codepeak

General evidently

General database

Task minecraft

General numeric arrays

General machine

General social good

General bias

General vector embedding database

General mammography

General convolutional neural network

General loan application

General chest x-ray

General credit card defaulter prediction

General web

General bento ml

Task face model

Task text matching

Integration bitbucket

Task text-to-speech synthesis

Task federated learning

General spider

Task zero-shot object detection

General open-cv

General action video games

General unet

General fire

General medical terminology

General cicd

General zomato

General quantitative

General images

General physics

General agent

Task music generation

General api

General study

General text-to-video

Task word embeddings

General cybersecurity

General understanding

General minecraft circle generator

General mouse

General academic

General soccer

General portfolio

General scientific documents

Task feature engineering

General iamges

General wdl

General oci

Task face identification

General sql

Task colorization

Task text-image retrieval

General 2022 data science related notes

General violence detection

Task audio source separation

General tinyml

General tiger

General lora

General security

General default customer

General cracks and potholes

General best pune escorts

General text classification review

Task license plate recognition

General sometopic

General code review

General moldova

General gru

General man naked on ice

General exp

General heart valve prosthesis

General caption

Task multi-task learning

Task super-resolution

General seo

Task object skeleton detection

General observations cleaning

General airflow

General suicide rates analysis

General supermarket website scraping

General shap

General deno

General number recognition

General argument

General tracking

General wealth

General fraud

General remote working file system

General discord

Task pose estimation

General model tracking

General image caption

General moez

General pune escorts services

General latent diffusion models

General asv

Task visual question answering

General chexnet

General credit finance fraud

General openai

General digital ocean

Task object counting

Task 3d semantic segmentation

General alpaca

General data extraction of deed of trust

General clot

General the blogger

General image to audio

General histological segmentation

General finite element method

General bert model

Task music classification

General ner

General visualization

Task speech enhancement

General covid19 vaccine

General msr

General cps

Integration jenkins

General yvual

General auth

General house

General mikrocontrollers

General devices

General digital marketing

General triplet loss

General gis data

General beginner

Task domain generalization

General gaming

General generative design

Task rgb-d salient object detection

General mdeical

Task scientific document summarization

General fastapi

General vls

General phitoplankton

General siamese network

General vsdvsdvsdvssf

Task face sketch synthesis

General tumo

General women

Task data augmentation

General sea

General individuals

General sad

General dental

General time prediction

General books

General integration

General dialogpt bot

General power bi

General prevention

General bug

General scorecard

General marketing analytics

General call girls in aerocity

General chatgpt

General get data

General data streaming

General software

General html

General bark

General cloud

General quack

Task drug discovery

General illegal deforestation

General credit-risk

Task style transfer

General fdfwsf

General tagging

Task aesthetics quality assessment

General search

General reels

General plant

Task autonomous driving

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General mongodb

General heart disease predicton

General crime

General credit card default prediction

Task 3d pose estimation

Task classification with binary weight network

General bug localization

General ctr

Task panoptic segmentation

General chest cancer classification

General alzheimers

General jigsaw

Task gesture recognition

General diffusion

Task natural language understanding

General happy

General nextjs

General query

General paris

General detection of gaps

General mlpipelines

General payments

General epidemiology

General information value

General optical coherence tomography

General food time delivery

General production optimization

General wordle

General oracle

General awesome list

Task multi-label text classification

General sensors

General similarity detection

General parser

General scw

General alguae

General operating theatre

General parkinson disease

General challenge

General mode

General automation

General swiggy

General epu index

General assistant

General sleep

General computer-aided design

General orchest

General healt

Task open information extraction

Task clustering algorithms evaluation

General lungs

Task few-shot learning

General author dwaipayan chakroborti

General random sampling

General instruct chatgpt

General engineer

General futbol

General dsd

Task brain tumor segmentation

General jitter click test

General ggs

General fdffwfwf

General man is ugli

General geb

Task face detection

General dubai

General apple

General vascular tissue engineering

General large language mode

Task domain adaptation

General cognitive control

General its

General credit scorecard modelling

General demo

General yolov9

Task content-based image retrieval

General friendship

General anaomaly detection

General trial

General paper

General omdena-milan chapter mirrored from github repo

General clustering

General neural search

General designing

General spam-classifier

General telecom

General tactical decision

Task network intrusion detection

Task edge detection

General classifier

General ai4 sustainable agri-food

General malware detection

General weather impacts

General radiometric data

General tarantula

General gradio

Task hand gesture recognition

General bank

General diabetes

General workflow

General tutorials

General food

General woman

Task face reconstruction

General encryption

General weights and biases

General fitnes

General type

General emoji

General extract mfccs

General yolov8

General discount

General abc analysis

General seaborg

Task covid- diagnosis

General imporoving logistics and optimizing routing

General triathlon

General call girls in delhi

General logistic regression

Task pedestrian attribute recognition

General coding

General microcontroller

General cell segmentation

General gemini

General dinosaurs

General marketing

General annotation

General bear

General modern portfolio theory

General recipe

General interpretability

General captioning

General ditmodel

General obesity

General taxi fare prediction

General dagsub

General chest cancer

Task table detection

Framework flax

General minecraft blocks

General titanic

General pickle

General seaborn

General digital pathology

General giskard

Task learning-to-rank

General sdsd

General fauna

Task remote sensing image classification

General kyc

General datellite imagery

General animals

Task link prediction

Task document layout analysis

General smiles

General chandigarh escorts services

General pytest

General naive bayes

Task biomedical information retrieval

Task machine reading comprehension

Task salient object detection

General preverified

General notebook

General cat

General bark voice cloning

General ecr

General data review

General battery

Task causal inference

General dataframe

General snails

General precious stones

General bark voice clone

General book

General shopping

General radio astronomy

General wav

General contrastive loss

General naive-bayes

General vaccine

General minecraft shapes

General notes

General script

General game

General art generation

General signal identification

General unit testing

General vscode

General accidents

General skeleton

General trip

General patientss

General pytorch2

General kagle

Task network embedding

General explainable ai

General mosquito

Task face verification

General product webscraping on food systesms

General gpt

General 2023 data science collection repo

General vessel segmentation

Task news classification

General pil

General flood prediction

General fashion images

General edema

General dynamic time warpping

General xyz analysis

General seagrass

General exercise videos

General javaml

General model calibration

General singapore

General video-object-segmentatino

Framework jax

Task answer selection

General first

General baseline background spi modeling

General skimage

General short

Task sentence embeddings

General torchdata

General sdw

General project

General hyperspectral imaging

General image complexity

General new upcoming data science projects for 2020

General football

General engine

General tim ho

General insurance

Task fine-grained image classification

General semantic search

General disease classification

General hello-world

General liberia

General inventory turnover

General runners

General eye

General yelp dataset

General representation learning

Task face reenactment

General enron

General webapps

Task image-to-image translation

General optimization

General coronary plaque analysis

General baseline

General escorts service in delhi

Integration s3 compatible storage

General man is nervous

General ec2

General face shape classification for improving styling

General engineering

General defaulter

General azure

Task sentence classification

Task generalized zero-shot learning

General tasks

General ai voice cloning

General manipu

General voice enabled

General africa

General duckdb

General insect

General soup

Task dimensionality reduction

General speech

General albumentations

Framework langchain

General chest disease

General http traffic data

Task visual tracking

General neutral

General video-object-segmentation

General reviewer recommendation

General corpus

General fast

General movie

General computing

General stroke prediction

General document image

Task meta-learning

General object

General weight of evidence

Task neural architecture search

General language

Task rectification

Task unsupervised facial landmark detection

General newreposistory for to learning - how dagshub works

Task table-to-text generation

Task conditional image generation

Task robust object detection

Task event extraction

Task multi-agent reinforcement learning

Task weather forecasting

Task keypoint detection

Task image/document clustering

Task weakly-supervised semantic segmentation

Task human robot interaction

Task document classification

Task acoustic scene classification

Task scene understanding

Task task-oriented dialogue systems

Task deepfake detection

Task document summarization

Task text style transfer

Task face presentation attack detection

Task intent classification

Task image cropping

Task binarization

Task traffic sign recognition

Task weakly-supervised named entity recognition

Data Domain point cloud

Task object tracking

Task aspect-based sentiment analysis

Task video prediction

Task lesion segmentation

Task topic models

Task depth completion

Task dialogue generation

Task slot filling

Task depression detection

Task rgb salient object detection

Task tokenization

Task optical flow estimation

Task scientific results extraction

Task opinion mining

Task music source separation

Task multi-object tracking

Task action classification

Task autonomous navigation

Task density estimation

Task action anticipation

Task stance detection

Task decision making

Task disparity estimation

Task 3d object recognition

Task jpeg artifact correction

Task video segmentation

Task music modeling

Task self-supervised learning

Task event-based vision

Task community detection

Task node classification

Task facial landmark detection

Task optical character recognition

Task computed tomography (ct)

Task contrastive learning

Task hand pose estimation

Task video summarization

Task handwriting generation

Task bayesian inference

Task image stitching

Task egocentric activity recognition

Task 3d face animation

Task dense video captioning

Task novel view synthesis

Task music transcription

Task feature selection

Task temporal action localization

Task 3d shape reconstruction

Task morphological analysis

Task trajectory forecasting

Task constituency parsing

Task patch matching

Task visual reasoning

Task 3d action recognition

Task cross-lingual question answering

Task program repair

Task weakly supervised object detection

Task lane detection

Task structure from motion

Task multimodal unsupervised image-to-image translation

Task referring expression segmentation

Task abstractive text summarization

Task visual dialog

Task color image denoising

Task code generation

Task online multi-object tracking

Task scene text

Task small data image classification

Task conversational response selection

Task change point detection

Task hate speech detection

Task trajectory prediction

Task latent variable models

Task human detection

Task colorectal polyps characterization

Task multimodal activity recognition

Task vision and language navigation

Task probabilistic deep learning

Task action recognition in videos

Task scene graph detection

Task graph matching

Task 3d multi-person pose estimation

Task image registration

Task offline rl

Task dictionary learning

Task unsupervised machine translation

Task few-shot image classification

Task stereo matching hand

Task 3d reconstruction

Task eye tracking

Task human action generation

Task long-tail learning

Task video generation

Task interactive segmentation

Task paraphrase identification

Task speaker diarization

Task whole slide images

Task 3d hand pose estimation

Task defect detection

Task bias detection

Task kg-to-text generation

Task scene text recognition

Task semantic parsing

Task grasp contact prediction

Task misinformation

Task abnormal event detection in video

Task general reinforcement learning

Task stochastic optimization

Task action localization

Task entity disambiguation

Task relation classification

Task person re-identification

Task adversarial attack

Task video inpainting

Task color constancy

Task fine-grained visual recognition

Task knowledge graph completion

Task monocular depth estimation

Task clique prediction

Task product recommendation

Task semantic similarity

Task monocular 3d object detection

Task discourse parsing

Task starcraft

Task joint entity and relation extraction

Task graph generation

Task code search

Task scene generation

Task scene segmentation

Task curriculum learning

Task dialogue understanding

Task self-supervised action recognition

Task simultaneous localization and mapping

Task abusive language

Task structured prediction

Task video salient object detection

Task goal-oriented dialog

Task chunking

Task 3d human reconstruction

Framework tf lite

Task text simplification

Task image matting

Task 3d point cloud classification

Task lexical entailment

Task dialogue state tracking

Task emotion recognition

Task image restoration

Task eeg

Task action segmentation

Task image clustering

Task gaze estimation

Task visual localization

Task incremental learning

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task variational inference

Task multi-label classification

Task video question answering

Task compressive sensing

Task dependency parsing

Task boundary detection

Task motion capture

Task motion estimation

Task age estimation

Task adversarial defense

Task node clustering

Task imputation

Task semantic correspondence

Task scene flow estimation

Task cross-view image-to-image translation

Task head pose estimation

Task visual place recognition

Task person search

Task deblurring

Task semi-supervised image classification

Task metric learning

Task hyperspectral image classification

Task zero-shot learning

Task motion segmentation

Task ssim

Task emotion recognition in conversation

Task real-time semantic segmentation

Task spoken language understanding

Task saliency detection

Task mathematical question answering

Task 3d absolute human pose estimation

Task visual object tracking

Task video frame interpolation

Task visual navigation

Task knowledge graphs

Task 3d multi-object tracking

Task genre classification

Task stereo matching

Task 3d object tracking

Task partial domain adaptation

Task entity linking

Task continuous control

Task 3d pose estimation using rgb

Task multi-person pose estimation

Task robot navigation

Task multivariate time series forecasting

Task low-light image enhancement

Task video retrieval

Task audio generation

Task video recognition

Task 3d shape representation

Task region proposal

Task fact verification

Task math word problem solving

Task graph classification

Task continual learning

Task image super-resolution

Task keyword extraction

Task graph embedding

Task video-based person re-identification

Task video description

Task fact checking

Task multi-future trajectory prediction

Task sign language recognition

Task automated theorem proving

Task relational reasoning

Task natural language inference

Task feature importance

Task robotic grasping

Task language identification

Task coreference resolution

Task lipreading

Task action unit detection

Task grammatical error correction

Task image denoising

Task speech synthesis

Task self-driving cars

Integration gitlab

Task click-through rate prediction

Task line segment detection

Task image inpainting

Task video understanding

Task anomaly detection in surveillance videos

Task sketch-based image retrieval

Task common sense reasoning

Task imitation learning

Task one-shot learning

Task weakly supervised action localization

Task multi-class classification

Task multimodal machine translation

Task word sense disambiguation

Task question generation

Task graph regression

Task compositional zero-shot learning

Task video super-resolution

Task data-to-text generation

Task multiple instance learning

Task face swapping

Task sentence embedding

Task 3d instance segmentation

Task multimodal sentiment analysis

Task vehicle re-identification

Task object localization

Task scene classification

Task virtual try-on

Task atari games

Task paraphrase generation

Task activity detection

Task graph representation learning

Task network pruning

Task chinese named entity recognition

Integration new relic

Task retinal vessel segmentation

Task facial expression recognition

Task sound event detection

Task quantization

Task automatic post-editing

Task entity typing

Task emotion classification

Task point cloud registration

Task unsupervised domain adaptation

Task fairness

Task graph clustering

Task scene recognition

Task single image dehazing

Task human-object interaction detection

Task video object detection

Task video classification

Task human part segmentation

Task chinese reading comprehension

Task motion prediction

Task image dehazing

Task relation extraction

Task action spotting

Task text-to-sql

Task nested named entity recognition

Task community question answering

Task instance segmentation

Task video semantic segmentation

Task animal pose estimation

Task handwriting recognition

Integration google cloud storage

Task image quality assessment

Task part-of-speech tagging

Task passage retrieval

Task fake news detection

Task cross-lingual transfer

Task semi-supervised video object segmentation

Task multi-document summarization

Task synthetic-to-real translation

Task fine-grained visual categorization

Task image retrieval

Task hand segmentation

Task cross-modal retrieval

Task skeleton based action recognition

Task face alignment

Framework spacy

Task 3d object detection

Task cross-lingual ner

Task unsupervised object segmentation

Task video reconstruction

Task visual odometry

Task image enhancement

Task source code summarization

Task outlier detection

Task transliteration

Task 3d pose estimation using rgbd

Task action detection

Task knowledge base question answering

Task intent detection

Task core set discovery

Task lesion classification

Task face anti-spoofing

Task multiple object tracking

Task crowd counting

Task sarcasm detection

Task speech separation

Task scene text detection

Task unsupervised image classification

Task semantic textual similarity

Task saliency prediction

Task unsupervised anomaly detection

Task dense pixel correspondence estimation

Task keyword spotting

Task image compression

Task video captioning

Task matrix completion

Task open-domain question answering

Task out-of-distribution detection

Task sign language translation

Task vision-language navigation

Task semantic role labeling

Task action quality assessment

Task tumor segmentation

Task action recognition

Task document ranking

Task real-time strategy games

Task homography estimation

Task audio tagging

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CML with DVC use case

This repository contains a sample project using CML with DVC to push/pull data from cloud storage and track model metrics. When a pull request is made in this repository, the following will occur:

GitHub will deploy a runner machine with a specified CML Docker environment
DVC will pull data from cloud storage
The runner will execute a workflow to train a ML model (python train.py)
A visual CML report about the model performance with DVC metrics will be returned as a comment in the pull request

The key file enabling these actions is .github/workflows/cml.yaml.

Secrets and environmental variables

In this example, .github/workflows/cml.yaml contains three environmental variables that are stored as repository secrets.

Secret	Description
GITHUB_TOKEN	This is set by default in every GitHub repository. It does not need to be manually added.
AWS_ACCESS_KEY_ID	AWS credential for accessing S3 storage
AWS_SECRET_ACCESS_KEY	AWS credential for accessing S3 storage

DVC works with many kinds of remote storage. To configure this example for your a different cloud storage provider, see our documentation on the CML repository.

Tip!

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