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

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 imaging

General mlops

Data Domain nlp

General natural language processing

General cancer

Integration mlflow

General image processing

General health

Task image classification

Data Domain tabular

General oceans

General hacktoberfest 2023

Integration dvc

General python

General mapping

General coastal

Framework tensorflow

General data science

General whole genome sequencing

General biodiversity

General atmosphere

General covid-19

General cog

General elevation

General strides

General neuroscience

General global

Integration git

General coronavirus

General lidar

General open source software

General neuroimaging

General cities

General ecosystems

General water

Framework pytorch

General climate model

Task object detection

General neurobiology

General csv

General aerial imagery

General machine learning project

General air quality

General astronomy

General archives

General land

General transcriptomics

General urban

General analytics

General data science project

General energy

General food security

General internet

General parquet

General bam

General continuously operating reference station - cors

General gps

Framework scikit-learn

General homo sapiens

General tutorial

General medicine

General conservation

General encyclopedic

General stac

Data Domain 3d model

General cell imaging

General fastq

General cell biology

General broadcast ephemeris

General gnss

General nara

General infrastructure

General json

General chemistry

General robotics

General gene expression

General earthquakes

General census

General biotech blueprint

Data Domain medical imaging

General solar

General cyber security

General mlflow-serving

General statistics

General signal processing

General magnetic resonance imaging

General cnn

General labeled

General demography

General protein

General reference index

General molecule

Task autonomous vehicles

General ice

Task machine translation

General llm

General vcf

General mus musculus

General neural network

General financial markets

Task vision

General transportation

General video

General genetic maps

General geoscience

Task information retrieval

General 1940 census

General multimedia

General neurophysiology

General chemical biology

Task anomaly detection

General biomolecular modeling

General population

General population genetics

General marine navigation

General planetary

General microscopy

General ml pipelines

General osm

General regulatory

General medical

General electron microscopy

General fasta

General computer security

General deeplearning

General floods

General wine quality prediction

Task time series forecasting

General artificial-intelligence

Task chatbot

General streamlit

General reproducibility-challenge

General data visualization

Integration arxiv

General dagshub

General genelab

General data analytics

General xgboost

Task denoising

General market data

General predictive analysis

General smd ai

General regression

General civic

Task text generation

General digital preservation

Task semantic segmentation

General long read sequencing

General government records

General genome wide association study

General metagenomics

General bathymetry

Integration github

General metadata

Integration label studio

General short read sequencing

General broadband

General mers

General digital forensics

General survey

General commerce

General computer forensics

General copyright monitoring

General seismology

General epigenomics

General blockchain

General demographics

General us-dc

General sars

General traffic

General fluorescence imaging

General amino acid

General random forests

General nifti

General molecular docking

General fast5

General healthcare

General text analysis

General segmentation

Task language modelling

General llms

Task text classification

General transformers

General kaggle

General rag

Task sentiment analysis

General economics

Framework huggingface transformers

General events

General datamanipulation

General kidney

General music

General deployment

General projects

General research

Task medical image segmentation

General network traffic

General data cleaning

General electrophysiology

Task music information retrieval

Task speech recognition

General cloud computing

General intrusion detection

General data

Task text-to-image generation

General bitcoin

General sklearn

General forecast

General source code

General x-ray tomography

General predictive modelling

General education

General test

General github actions

General trading

General wildlife

General data analysis

General free software

General covid

General complaints

General txt

General cars

General space biology

General mining software repositories

General speech processing

General movies

Data Domain graph

General ensemble learning

General 1950 census

General hiring

General pediatric

General science

General organelle

General museum

General radiation

General openfold

General music features dataset

General green aviation

General seafloor

Task face recognition

General emotion

General speaker identification

General vep

General live song identification

General art

General structural variation

General near-surface air temperature

General national archives catalog

General prediction

General geothermal

General simulations

General cultural preservation

General protein template

General histopathology

General privacy

General enzyme

General ransomware

General geophysics

General meta learning

General hpc

General cell painting

General datascience

General structural biology

General foldingathome

General tiles

General fewshot

General acoustics

General fisheries

General disease

General precipitation

General elasticnet

General space weather

Data Domain reinforcement learning

General mining

General culture

General virus

General autism spectrum disorder

General cmip5

General datacenter

General japanese

General high-throughput imaging

Task active learning

General pharmaceutical

General protein folding

General history

General whole exome sequencing

General recombination maps

General timho

General alphafold

Task named entity recognition

General malware

Task question answering

General cover song identification

General data assimilation

General computational fluid dynamics

General marine mammals

General sqlite

General turbulence

General detection

General workload analysis

General flask

General alchemical free energy calculations

General ukraine

General benchmark

General cram

General variant annotation

General msa

General hydrography

General loftee

General tertiary analysis

General mixed file dataset

Task audio classification

General netcdf

General media

General industrial

General microbiome

Task activity recognition

General keras

Task recommendation systems

General near-surface specific humidity

General automatic speech recognition

General wine

General xml

General ai personal assistant

General pandas

General marine

General finance

General cmip6

General molecular dynamics

General low-pressure turbine

General scholarly communication

General csi

General credit card

General matplotlib

General sports

Task depth estimation

General dagshub as a my favourite data science tool

General gans

General end to end

Framework pycaret

Task text summarization

Task object classification

General image

General ml deployment

General pipeline

General eda

General analysis

General generative ai

General aws

General autoencoder

General python library

General text

General coco

General monitoring

Task sequence-to-sequence language modeling

General ai voice clone app

General price prediction

Task explainable artificial intelligence

General data pipelines

General ai planning

General x-ray

General price

Task image captioning

Task image generation

General ai mlops

General huggingface

General mnist

General hebrew

General linear regression

General snowflake

General fastai

General vector embeddings

General quantitative

General images

General modular coding

General medical image classification

General nltk

Task video object segmentation

General malaria

General spider

General jupyter notebook

Task time series

General master

General mri

General loan application

General python pakage

General convolutional neural network

General development

General docker

General transactional data

Task federated learning

General annotations

General noaa cors network - ncn

Task real-time object detection

General heroku

General banking

General aiops

General chatgpt plugins

Task food recognition

Task classification with binary neural network

General version control

Task 3d human pose estimation

General ai voice assistant

General physics

General cml

General evaluation

General zomato

General java

General toy

Task text-to-speech synthesis

Task pedestrian detection

General mammography

General labelling

General fire

Framework ultralytics yolo

General api

Integration bitbucket

General data version control

General vector embedding database

General customer sentiment analysis

Task object detection in aerial images

General npc

General bias

General catboost

General forest

General social good

General customer churn

General bot

Task text matching

General unet

General machine

General numpy

General numeric arrays

General vector database

General medical classification

Task minecraft

General bento ml

Task automl

General database

General news

General evidently

Task music generation

General chest cancer predition

General medical terminology

General codepeak

General data mining

General chapter 1

General forecasting

General julia

General mlops zoomcamp

General chat llama

General web

Task reading comprehension

General credit card defaulter prediction

Task zero-shot object detection

General chest x-ray

General colab

General llama2

General example

General instruction following

General gender debiasing

General gradient boosting

General continuous integration

General woman

General obesity

General fdffwfwf

General seo

General titanic

General gru

General lora

General baseline

General coronary plaque analysis

Task salient object detection

General smiles

General kyc

General datellite imagery

General image caption

General face shape classification for improving styling

General reviewer recommendation

General movie

General car service

General digital marketing

General bark voice clone

General liberia

General insurance

Task answer selection

General singapore

General documents

General flood prediction

General preverified

General notes

General 2023 data science collection repo

General product webscraping on food systesms

General patientss

General accidents

General art generation

General naive-bayes

General game

General vscode

General unit testing

General skeleton

Task network embedding

General pytorch2

General credit card risk

General vessel segmentation

General pil

General battery

General fashion images

General edema

General dynamic time warpping

General seagrass

General exercise videos

General corpus

General video-object-segmentatino

Framework jax

General xyz analysis

General experiment tracking

General torchdata

General sdw

General lstm

General hyperspectral imaging

General image complexity

General snails

General tim ho

Task fine-grained image classification

General hello-world

General short

General runners

General disease classification

Task link prediction

General ecr

General ai voice cloning

General human computer interaction

General production optimization

General chest disease

General fdfwsf

General first

Task table detection

General book

General sometopic

General heart disease predicton

General challenge

General apple

General designing

General malware detection

Task covid- diagnosis

General understanding

General contrastive loss

General agents

General scientific documents

General explainable ai

General fitnes

General suicide rates analysis

General tracking

Task 3d pose estimation

General happy

General operating theatre

General mode

General automation

General instruct chatgpt

General demo

Task text-image retrieval

General encryption

General tinyml

Task multi-task learning

General bark voice cloning

General trip

Task license plate recognition

General man naked on ice

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

Task object skeleton detection

General chatgpt

General data streaming

Task style transfer

General number recognition

General tagging

General jitter click test

General chexnet

General digital ocean

General spam-classifier

General neural search

General tarantula

General olympics

General extract mfccs

General gemini

Task machine reading comprehension

General dataframe

General precious stones

General food

General wav

General minecraft shapes

General kagle

General the blogger

General churn

General webapps

General man is nervous

General ner

General azure

General tasks

General manipu

General africa

General albumentations

General agent

General computing

General stroke prediction

General document image

General text-to-video

Task word embeddings

General violence detection

Task audio source separation

General devices

General best pune escorts

General heart valve prosthesis

General shap

General argument

Task transfer learning

General tactical decision

General alpaca

General clot

Task scientific document summarization

General covid19 vaccine

General msr

Integration jenkins

General auth

General triplet loss

General fastapi

General generative design

General siamese network

Task face sketch synthesis

General sad

General time prediction

General sea

General individuals

General get data

General html

General cloud

General quack

General credit-risk

General cat

General plant

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General ctr

General payments

General food time delivery

General parser

General bark

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 classifier

General ai4 sustainable agri-food

General bank

General diabetes

Task face reconstruction

General type

General discount

General credit card default prediction

General dinosaurs

General recipe

General taxi fare prediction

Framework flax

General bug localization

Task gesture recognition

General sdsd

General nextjs

Task biomedical information retrieval

General data review

General vaccine

General engine

General optical coherence tomography

General mosquito

Task face verification

Task time series analysis

General javaml

General skimage

Task sentence embeddings

General new upcoming data science projects for 2020

General scw

General inventory turnover

General eye

Task object recognition

General representation learning

Task image-to-image translation

General optimization

General ec2

General defaulter

Task sentence classification

Task generalized zero-shot learning

General alguae

General voice enabled

General duckdb

General insect

General soup

General speech

General oci

Framework langchain

Task visual tracking

General neutral

General video-object-segmentation

General object

Task neural architecture search

General language

General cybersecurity

General sql

General mouse

General soccer

General swiggy

Task feature engineering

General iamges

General assistant

General security

General default customer

General code review

General exp

General moez

Task clustering algorithms evaluation

General airflow

General deno

General wealth

General fraud

General remote working file system

Task pose estimation

General pune escorts services

Task music classification

General openai

General dialogpt bot

General data extraction of deed of trust

General image to audio

Task speech enhancement

General yvual

General house

General mikrocontrollers

General gis data

General gaming

General geb

General vls

General phitoplankton

General search

General tumo

General women

General cognitive control

General dental

General integration

General power bi

General prevention

General scorecard

General marketing analytics

General paper

General radiometric data

Task drug discovery

Task aesthetics quality assessment

General reels

Task autonomous driving

Task face model

Task classification with binary weight network

General emoji

Task panoptic segmentation

General alzheimers

General jigsaw

General diffusion

Task natural language understanding

General seaborg

General query

General detection of gaps

General mlpipelines

General wordle

Task multi-label text classification

General similarity detection

General parkinson disease

General interpretability

General captioning

Task open information extraction

General ditmodel

General computer-aided design

General orchest

General healt

General author dwaipayan chakroborti

General random sampling

General weights and biases

General futbol

Task brain tumor segmentation

General ggs

General man is ugli

General seaborn

Task face detection

General dubai

General vascular tissue engineering

General giskard

General its

General friendship

General abc analysis

General clustering

Task network intrusion detection

Task edge detection

General gradio

Task hand gesture recognition

General pytest

General tutorials

General naive bayes

General weather impacts

General open-cv

General action video games

General notebook

General yolov8

General imporoving logistics and optimizing routing

General triathlon

Task pedestrian attribute recognition

General coding

General microcontroller

General marketing

General annotation

General modern portfolio theory

General epu index

General dagsub

General chest cancer

General minecraft blocks

General script

General pickle

General digital pathology

General fauna

Task remote sensing image classification

General animals

Task data augmentation

General vsdvsdvsdvssf

General finite element method

General histological segmentation

Task object counting

General illegal deforestation

Task document layout analysis

General caption

General cracks and potholes

General 2022 data science related notes

General mongodb

Task face identification

General portfolio

General minecraft circle generator

General fast

General http traffic data

Task dimensionality reduction

General awesome list

Task face reenactment

General semantic search

General project

General shopping

Task learning-to-rank

General trial

General engineer

General oracle

General chandigarh escorts services

General telecom

General bug

General books

Task rgb-d salient object detection

Task domain generalization

Task meta-learning

General visualization

General asv

Task colorization

General academic

General cell segmentation

General brain

Task news classification

Task activity detection

Task cross-view image-to-image translation

Task scene flow estimation

Task visual place recognition

Task person search

Task deblurring

Task semi-supervised image classification

Task core set discovery

Task 3d action recognition

Task metric learning

Task weakly-supervised semantic segmentation

Task goal-oriented dialog

Task hyperspectral image classification

Task graph representation learning

Task acoustic scene classification

Task stance detection

Task motion segmentation

Task constituency parsing

Task multi-label classification

Task single image dehazing

Task emotion recognition in conversation

Task 3d object detection

Task human-object interaction detection

Task semantic parsing

Task real-time semantic segmentation

Task imputation

Task spoken language understanding

Task event extraction

Task chinese named entity recognition

Task entity linking

Task mathematical question answering

Task 3d absolute human pose estimation

Task visual object tracking

Task video object detection

Task video frame interpolation

Task visual navigation

Task video classification

Task human part segmentation

Task knowledge graphs

Task robust object detection

General newreposistory for to learning - how dagshub works

Task intent detection

Task genre classification

Task chinese reading comprehension

Task audio tagging

Task homography estimation

Task real-time strategy games

Task motion prediction

Task 3d object tracking

Task temporal action localization

Task gaze estimation

Task eye tracking

Task continuous control

Integration new relic

Task 3d pose estimation using rgb

Task image dehazing

Task multi-person pose estimation

Task document ranking

Task multivariate time series forecasting

Task relation extraction

Task math word problem solving

Task low-light image enhancement

Task video retrieval

Task action spotting

Task text style transfer

Task weakly-supervised named entity recognition

Task audio generation

Task synthetic-to-real translation

Task video recognition

Task tumor segmentation

Task opinion mining

Task grasp contact prediction

Task region proposal

Task fact verification

Task semantic role labeling

Task vision-language navigation

Task stereo matching hand

Task open-domain question answering

Task community question answering

Task continual learning

Task image super-resolution

Task instance segmentation

Task optical character recognition

Task computed tomography (ct)

Task keyword extraction

Task contrastive learning

Task facial expression recognition

Task hand pose estimation

Task dictionary learning

Task partial domain adaptation

Task quantization

Task video-based person re-identification

Task 3d semantic segmentation

Task facial landmark detection

Task super-resolution

Task image compression

Task node classification

Task action detection

Task video understanding

Task community detection

Task stereo matching

Task music modeling

Task fact checking

Task video semantic segmentation

Task robot navigation

Task multi-future trajectory prediction

Task sign language recognition

Task automated theorem proving

Task egocentric activity recognition

Task 3d face animation

Task dense video captioning

Task novel view synthesis

Task video segmentation

Task jpeg artifact correction

Task feature selection

Task 3d shape representation

Task 3d shape reconstruction

Task 3d object recognition

Task morphological analysis

Task dense pixel correspondence estimation

Task trajectory forecasting

Task disparity estimation

Task patch matching

Task natural language inference

Task 3d multi-object tracking

Task visual reasoning

Task monocular 3d object detection

Task handwriting recognition

Task unsupervised anomaly detection

Task entity typing

Task cross-lingual question answering

Task outlier detection

Task graph classification

Task visual odometry

Task weakly supervised object detection

Task decision making

Task lane detection

Task structure from motion

Task multimodal unsupervised image-to-image translation

Task language identification

Task referring expression segmentation

Task abstractive text summarization

Task coreference resolution

Task music transcription

Task lipreading

Task action unit detection

Task common sense reasoning

Task action anticipation

Task weather forecasting

Integration google cloud storage

Task color image denoising

Task code generation

Task source code summarization

Task graph embedding

Task video description

Task video summarization

Task human detection

Task online multi-object tracking

Task scene text

Task small data image classification

Task grammatical error correction

Task action classification

Task emotion classification

Task part-of-speech tagging

Task structured prediction

Task 3d pose estimation using rgbd

Task compositional zero-shot learning

Task music source separation

Task graph clustering

Task saliency prediction

Task change point detection

Task hate speech detection

Task long-tail learning

Task saliency detection

Task transliteration

Task self-driving cars

Integration gitlab

Task code search

Task multi-agent reinforcement learning

Task image restoration

Task optical flow estimation

Task action quality assessment

Task relational reasoning

Task clique prediction

Task tokenization

Task semantic similarity

Task latent variable models

Task knowledge base question answering

Task multimodal activity recognition

Task vision and language navigation

Task click-through rate prediction

Task video prediction

Task probabilistic deep learning

Task action recognition in videos

Task image stitching

Task unsupervised object segmentation

Task scene graph detection

Task graph matching

Task 3d multi-person pose estimation

Task image registration

Task scene recognition

Task image inpainting

Task offline rl

Task feature importance

Task unsupervised machine translation

Task few-shot image classification

Task scene text detection

Task 3d reconstruction

Task trajectory prediction

Task robotic grasping

Task human action generation

Task speech separation

Task sarcasm detection

Task bayesian inference

Task rgb salient object detection

Task depression detection

Task video generation

Task crowd counting

Task one-shot learning

Task interactive segmentation

Task cross-lingual transfer

Task text-to-sql

Task paraphrase identification

Task multi-class classification

Task nested named entity recognition

Task whole slide images

Task semantic textual similarity

Task 3d hand pose estimation

Task question generation

Task multiple object tracking

Task keyword spotting

Task multi-document summarization

Task image denoising

Task graph regression

Task image enhancement

Task multi-object tracking

Task speech synthesis

Task line segment detection

Task self-supervised action recognition

Task video captioning

Task matrix completion

Task depth completion

Task animal pose estimation

Task emotion recognition

Task misinformation

Task abnormal event detection in video

Task lesion segmentation

Task conversational response selection

Task anomaly detection in surveillance videos

Task general reinforcement learning

Task multiple instance learning

Task stochastic optimization

Task fine-grained visual categorization

Task action localization

Task image quality assessment

Task ssim

Task relation classification

Task sketch-based image retrieval

Task handwriting generation

Task aspect-based sentiment analysis

Task adversarial attack

Task video inpainting

Task entity disambiguation

Task fine-grained visual recognition

Task out-of-distribution detection

Task causal inference

Task imitation learning

Task weakly supervised action localization

Task unsupervised image classification

Task monocular depth estimation

Task object tracking

Task product recommendation

Task sign language translation

Task hand segmentation

Task zero-shot learning

Task event-based vision

Task person re-identification

Task image matting

Task rectification

Data Domain point cloud

Task starcraft

Task joint entity and relation extraction

Task multimodal machine translation

Task traffic sign recognition

Task sentence embedding

Task 3d instance segmentation

Task graph generation

Task word sense disambiguation

Task passage retrieval

Task fake news detection

Task binarization

Task scene generation

Task vehicle re-identification

Task face anti-spoofing

Task action recognition

Task video super-resolution

Task topic models

Task dialogue understanding

Task lexical entailment

Task image cropping

Task virtual try-on

Task self-supervised learning

Task data-to-text generation

Task cross-modal retrieval

Task simultaneous localization and mapping

Task color constancy

Task semi-supervised video object segmentation

Task scene segmentation

Task abusive language

Task intent classification

Task face swapping

Task video salient object detection

Task paraphrase generation

Task unsupervised facial landmark detection

Task chunking

Task lesion classification

Task 3d human reconstruction

Framework tf lite

Task curriculum learning

Task text simplification

Task face presentation attack detection

Task multimodal sentiment analysis

Task 3d point cloud classification

Task document summarization

Task dialogue state tracking

Task discourse parsing

Task deepfake detection

Task network pruning

Task task-oriented dialogue systems

Task table-to-text generation

Task eeg

Task scene classification

Task action segmentation

Task conditional image generation

Task fairness

Framework spacy

Task image clustering

Task atari games

Task dialogue generation

Task scene understanding

Task visual dialog

Task colorectal polyps characterization

Task autonomous navigation

Task visual localization

Task keypoint detection

Task head pose estimation

Task incremental learning

Task image retrieval

Task image/document clustering

Task retinal vessel segmentation

Task cross-lingual ner

Task slot filling

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task density estimation

Task sound event detection

Task variational inference

Task document classification

Task video question answering

Integration s3 compatible storage

Task compressive sensing

Task kg-to-text generation

Task dependency parsing

Task boundary detection

Task skeleton based action recognition

Task motion capture

Task bias detection

Task automatic post-editing

Task motion estimation

Task defect detection

Task age estimation

Task face alignment

Task adversarial defense

Task knowledge graph completion

Task video reconstruction

Task program repair

Task node clustering

Task scene text recognition

Task object localization

Task speaker diarization

Task human robot interaction

Task semantic correspondence

Task point cloud registration

Task unsupervised domain adaptation

Task scientific results extraction

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Meta Pseudo Labels

Unofficial TF2 implementation of "Meta Pseudo Labels" (official Paper and Code).

Results

	CIFAR-10-4K
	w/o finetune	w/ finetune
Paper	96.08%
Implementation	94.70%	94.71%

Usage

Setup Environment

python -m venv .venv
source .venv/bin/activate
pip install -r requirements.txt
pre-commit install

Run Scripts

export PYTHONPATH=src

# download dataset
dvc pull -r origin

# train & evaluate
python src/main.py --data-dir data/cifar10 --config-name cifar10 --model-dir workdir/training --mpl-epochs 10000 --mpl-batch-size 64 --finetune-epochs 1000 --finetune-batch-size 512

# only evaluate
python src/evaluate.py --data-dir data/cifar10 --config-name cifar10 --saved-model-dir [workdir/training/finetune/model, saved_models/mpl, saved_models/finetune]

Tip!

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