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

Type model

General genetic

General environmental

Task disaster response

General deep learning

General bioinformatics

General hacktoberfest

Data Domain audio

General natural resource

Task classification

General imaging

Data Domain nlp

General natural language processing

General cancer

General mlops

Integration mlflow

General image processing

General health

General oceans

General hacktoberfest 2023

Data Domain tabular

General python

Task image classification

Integration dvc

General mapping

General coastal

General whole genome sequencing

Framework tensorflow

General data science

General biodiversity

General atmosphere

General covid-19

General elevation

General cog

General strides

General neuroscience

General global

General coronavirus

General neuroimaging

Integration git

General lidar

General cities

General open source software

General ecosystems

General water

General climate model

Framework pytorch

General neurobiology

General csv

General aerial imagery

Task object detection

General land

General astronomy

General air quality

General archives

General transcriptomics

General machine learning project

General urban

General analytics

General data science project

General food security

General internet

General parquet

General energy

General bam

General continuously operating reference station - cors

General gps

General homo sapiens

Framework scikit-learn

General tutorial

General conservation

General stac

General cell biology

Data Domain 3d model

General fastq

General encyclopedic

General cell imaging

General broadcast ephemeris

General medicine

General gnss

General nara

General census

General gene expression

General json

General earthquakes

General infrastructure

General robotics

General chemistry

General solar

General cyber security

General biotech blueprint

General statistics

General magnetic resonance imaging

General signal processing

General demography

General mlflow-serving

General labeled

General cnn

Task autonomous vehicles

General protein

General ice

General reference index

General molecule

Task machine translation

General vcf

Data Domain medical imaging

General neural network

Task vision

General mus musculus

General video

General multimedia

General genetic maps

General geoscience

General 1940 census

General transportation

General chemical biology

Task information retrieval

General neurophysiology

General floods

General osm

General llm

General population genetics

General population

General microscopy

General financial markets

General computer security

General biomolecular modeling

General marine navigation

General electron microscopy

General fasta

General regulatory

General planetary

Task time series forecasting

General deeplearning

General streamlit

Task anomaly detection

General ml pipelines

General medical

Integration arxiv

General wine quality prediction

General reproducibility-challenge

General data visualization

Task denoising

General dagshub

General predictive analysis

General data analytics

General digital preservation

General xgboost

General market data

General smd ai

General artificial-intelligence

General civic

Task text generation

Task semantic segmentation

General genelab

General epigenomics

General long read sequencing

General broadband

General fluorescence imaging

General regression

General commerce

General survey

General nifti

General metadata

General bathymetry

General short read sequencing

General fast5

Integration github

General computer forensics

General government records

General blockchain

General us-dc

Task chatbot

General seismology

General mers

General copyright monitoring

General amino acid

General random forests

General digital forensics

General metagenomics

General traffic

General sars

General molecular docking

General genome wide association study

General demographics

Integration label studio

Task language modelling

General text analysis

General segmentation

General economics

General rag

General healthcare

General llms

Task text classification

General transformers

Task sentiment analysis

General kaggle

General kidney

General datamanipulation

General data cleaning

General network traffic

General events

General projects

General music

General electrophysiology

General research

Framework huggingface transformers

Task music information retrieval

General free software

General cars

General education

Task text-to-image generation

General deployment

General x-ray tomography

General sklearn

General intrusion detection

General test

General trading

General mining software repositories

Task medical image segmentation

General data

General movies

General source code

Task speech recognition

Data Domain graph

General predictive modelling

General speech processing

General github actions

General forecast

General complaints

General covid

General wildlife

General txt

General data analysis

General ensemble learning

General space biology

General simulations

General protein folding

General cell painting

General automatic speech recognition

General cover song identification

General hpc

General music features dataset

General hiring

Task question answering

General space weather

General benchmark

General radiation

General bitcoin

General molecular dynamics

General green aviation

Task face recognition

General live song identification

General turbulence

General seafloor

Data Domain reinforcement learning

General meta learning

General sqlite

General cultural preservation

General low-pressure turbine

General mining

General protein template

General cram

General cloud computing

General pharmaceutical

General histopathology

General speaker identification

General variant annotation

General timho

General culture

General virus

General privacy

General pandas

General museum

General enzyme

General msa

General science

General hydrography

General autism spectrum disorder

General netcdf

General acoustics

General organelle

Task audio classification

Task active learning

General high-throughput imaging

General mixed file dataset

General computational fluid dynamics

General cmip5

General loftee

General openfold

General tertiary analysis

General xml

General ransomware

General japanese

General marine

General datacenter

General geophysics

General ukraine

General alphafold

General alchemical free energy calculations

General 1950 census

General art

General csi

General keras

General malware

General data assimilation

General vep

General structural variation

Task activity recognition

General pediatric

General near-surface specific humidity

General emotion

General recombination maps

General microbiome

General fewshot

General tiles

General near-surface air temperature

General industrial

General national archives catalog

General cmip6

General flask

General foldingathome

General workload analysis

General marine mammals

General prediction

General detection

General whole exome sequencing

Task recommendation systems

General structural biology

General geothermal

General datascience

General precipitation

General scholarly communication

General fisheries

General history

General media

General price

General coco

General monitoring

General text

General matplotlib

General price prediction

Task depth estimation

General mnist

General generative ai

General disease

General x-ray

General snowflake

General analysis

General data pipelines

General eda

Framework pycaret

Task explainable artificial intelligence

General linear regression

General hebrew

General wine

General credit card

Task object classification

General autoencoder

General gans

General huggingface

General end to end

General sports

General ai personal assistant

Task text summarization

General python library

Task sequence-to-sequence language modeling

Task named entity recognition

General ai voice clone app

General pipeline

General mri

General malaria

General mlops zoomcamp

General database

Task 3d human pose estimation

Task real-time object detection

General catboost

General chatgpt plugins

General vector database

General banking

General api

General vector embedding database

Task zero-shot object detection

Task object detection in aerial images

General codepeak

General continuous integration

General chest cancer predition

General instruction following

General ai voice assistant

General bias

General chest x-ray

General medical terminology

General colab

General llama2

General java

General dagshub as a my favourite data science tool

Task video object segmentation

General vector embeddings

General social good

General credit card defaulter prediction

General labelling

General docker

General toy

General news

General example

General web

General fire

General nltk

General spider

General image

General medical classification

Task image captioning

General julia

General gender debiasing

General bento ml

General heroku

Task music generation

General cml

Task text matching

General modular coding

General npc

General elasticnet

General jupyter notebook

General machine

Task classification with binary neural network

Task reading comprehension

Task automl

General customer churn

General numeric arrays

General customer sentiment analysis

Task food recognition

General zomato

General evidently

Task pedestrian detection

Task image generation

Task federated learning

Integration bitbucket

General annotations

General ai mlops

General aiops

General gradient boosting

General unet

General fastai

Task time series

Task text-to-speech synthesis

General version control

General quantitative

General bot

Framework ultralytics yolo

General convolutional neural network

Task minecraft

General noaa cors network - ncn

General numpy

General ml deployment

General data mining

General transactional data

General loan application

General master

General aws

General python pakage

General ai planning

General mammography

General its

General weather impacts

General fitnes

General gru

Task meta-learning

General script

General epu index

General notebook

General naive bayes

General pytest

General giskard

General seaborn

General ditmodel

General interpretability

General seaborg

General data version control

General emoji

General radiometric data

General paper

General cognitive control

General evaluation

Task clustering algorithms evaluation

General assistant

General swiggy

General alguae

Task object recognition

General scw

Task time series analysis

General optical coherence tomography

General nextjs

Task gesture recognition

General bug localization

General credit card default prediction

General bark

General individuals

General sea

Task face sketch synthesis

General siamese network

General fastapi

Task scientific document summarization

Task transfer learning

General devices

General development

General ner

General the blogger

General chexnet

General number recognition

Task object skeleton detection

General man naked on ice

Task license plate recognition

General tinyml

Task text-image retrieval

General scientific documents

General understanding

General chest disease

General ai voice cloning

General disease classification

General short

General xyz analysis

General vessel segmentation

General pytorch2

General unit testing

General notes

General bark voice clone

General datellite imagery

General titanic

General obesity

General cell segmentation

General telecom

General engineer

General awesome list

General mongodb

General illegal deforestation

Task data augmentation

General vsdvsdvsdvssf

General finite element method

General histological segmentation

Task object counting

General cracks and potholes

General 2022 data science related notes

Task face identification

General portfolio

General minecraft circle generator

General http traffic data

Task dimensionality reduction

Task face reenactment

General semantic search

General project

General shopping

General trial

General oracle

General bug

General books

Task rgb-d salient object detection

Task domain generalization

General visualization

General asv

Task colorization

General academic

Task news classification

General fdffwfwf

General forest

General seo

General forecasting

General lora

General baseline

General coronary plaque analysis

General smiles

General kyc

General face shape classification for improving styling

General reviewer recommendation

General movie

General car service

General digital marketing

General liberia

General insurance

Task answer selection

General singapore

General documents

General flood prediction

General 2023 data science collection repo

General product webscraping on food systesms

General accidents

General art generation

General naive-bayes

General game

General vscode

General skeleton

Task network embedding

General credit card risk

General pil

General fashion images

General edema

General dynamic time warpping

General seagrass

General exercise videos

General video-object-segmentatino

Framework jax

General torchdata

General sdw

General lstm

General hyperspectral imaging

General image complexity

General tim ho

Task fine-grained image classification

General hello-world

General runners

Task link prediction

General ecr

General production optimization

General fdfwsf

General first

Task table detection

General sometopic

General challenge

General apple

General designing

General malware detection

Task covid- diagnosis

General agents

General suicide rates analysis

Task 3d pose estimation

General happy

General mode

General instruct chatgpt

General bark voice cloning

General trip

General wdl

General tiger

General moldova

General supermarket website scraping

General discord

General latent diffusion models

Task visual question answering

General credit finance fraud

General cps

General beginner

General chatgpt

General data streaming

Task style transfer

General jitter click test

General spam-classifier

General tarantula

General olympics

General extract mfccs

General gemini

Task machine reading comprehension

General dataframe

General precious stones

General wav

General minecraft shapes

General kagle

General churn

General webapps

General man is nervous

General azure

General tasks

General manipu

General africa

General albumentations

General computing

General stroke prediction

General document image

General text-to-video

Task word embeddings

General violence detection

Task audio source separation

General best pune escorts

General heart valve prosthesis

General shap

General argument

General alpaca

General clot

General covid19 vaccine

General msr

Integration jenkins

General triplet loss

General generative design

General sad

General time prediction

General get data

General html

General quack

General credit-risk

General plant

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General ctr

General payments

General food time delivery

General parser

General lungs

Task few-shot learning

General dsd

General large language mode

Task domain adaptation

Task content-based image retrieval

General anaomaly detection

General omdena-milan chapter mirrored from github repo

General chat llama

General classifier

General ai4 sustainable agri-food

General bank

General diabetes

Task face reconstruction

General type

General discount

General dinosaurs

General recipe

General taxi fare prediction

Framework flax

General sdsd

Task biomedical information retrieval

General data review

General vaccine

General mosquito

Task face verification

General javaml

General skimage

Task sentence embeddings

General new upcoming data science projects for 2020

General inventory turnover

General eye

General representation learning

Task image-to-image translation

General optimization

General ec2

General defaulter

Task sentence classification

Task generalized zero-shot learning

General voice enabled

General duckdb

General insect

General soup

General speech

Framework langchain

Task visual tracking

General neutral

General video-object-segmentation

General object

Task neural architecture search

General language

General cybersecurity

General mouse

General soccer

Task feature engineering

General default customer

General code review

General airflow

General deno

General wealth

General fraud

General remote working file system

Task pose estimation

General pune escorts services

General openai

General data extraction of deed of trust

General image to audio

Task speech enhancement

General yvual

General house

General mikrocontrollers

General medical image classification

General gis data

General gaming

General vls

General phitoplankton

General tumo

General women

General dental

General integration

General power bi

General prevention

General scorecard

General marketing analytics

Task aesthetics quality assessment

General reels

Task autonomous driving

Task face model

Task classification with binary weight network

Task panoptic segmentation

General alzheimers

General jigsaw

General diffusion

Task natural language understanding

General query

General detection of gaps

General mlpipelines

General wordle

Task multi-label text classification

General similarity detection

General computer-aided design

General orchest

General healt

General author dwaipayan chakroborti

General random sampling

General futbol

Task brain tumor segmentation

General ggs

General man is ugli

Task face detection

General dubai

General vascular tissue engineering

General friendship

General clustering

Task network intrusion detection

Task edge detection

General gradio

Task hand gesture recognition

General tutorials

General open-cv

General action video games

General yolov8

General imporoving logistics and optimizing routing

General triathlon

Task pedestrian attribute recognition

General coding

General microcontroller

General marketing

General modern portfolio theory

General chest cancer

General minecraft blocks

General pickle

General digital pathology

General fauna

Task remote sensing image classification

General animals

Task document layout analysis

Task salient object detection

General preverified

General finance

General snails

General book

General contrastive loss

General explainable ai

Task multi-task learning

General physics

General neural search

General food

General agent

General tactical decision

General cat

General engine

General oci

General sql

General moez

Task music classification

General dialogpt bot

General search

General parkinson disease

Task open information extraction

General weights and biases

General abc analysis

General corpus

Task anomaly detection in surveillance videos

Task node clustering

Task long-tail learning

General newreposistory for to learning - how dagshub works

Task part-of-speech tagging

Task audio tagging

Task semantic correspondence

Task sketch-based image retrieval

Task imitation learning

Task weakly supervised action localization

Task homography estimation

Task cross-view image-to-image translation

Task real-time strategy games

Task visual place recognition

Task person search

Task deblurring

Task semi-supervised image classification

Task document ranking

Task clique prediction

Task metric learning

Task semantic similarity

Task multimodal machine translation

Task hyperspectral image classification

Task tumor segmentation

Task word sense disambiguation

Task semantic role labeling

Task motion segmentation

Task face alignment

Task vision-language navigation

Task multi-label classification

Task emotion recognition in conversation

Task open-domain question answering

Task discourse parsing

Task real-time semantic segmentation

Task image compression

Task spoken language understanding

Task dense pixel correspondence estimation

Task unsupervised anomaly detection

Task scene text detection

Task mathematical question answering

Task 3d absolute human pose estimation

Task visual object tracking

Task speech separation

Task video frame interpolation

Task visual navigation

Task cross-lingual transfer

Task knowledge graphs

Task sarcasm detection

Task crowd counting

Task semantic textual similarity

Task genre classification

Task video super-resolution

Task keyword spotting

Task video captioning

Task matrix completion

Task 3d object tracking

Task out-of-distribution detection

Task sign language translation

Task action recognition

Task continuous control

Task cross-modal retrieval

Task 3d pose estimation using rgb

Task multi-document summarization

Task multi-person pose estimation

Task unsupervised facial landmark detection

Task multivariate time series forecasting

Task image matting

Task table-to-text generation

Task low-light image enhancement

Task video retrieval

Task data-to-text generation

Task colorectal polyps characterization

Task fine-grained visual categorization

Task audio generation

Task face swapping

Task video recognition

Task conditional image generation

Task multimodal sentiment analysis

Task keypoint detection

Task region proposal

Task fact verification

Task image/document clustering

Task weakly-supervised semantic segmentation

Task scene classification

Task acoustic scene classification

Task text style transfer

Task continual learning

Task image super-resolution

Task atari games

Task keyword extraction

Task weakly-supervised named entity recognition

Task hand segmentation

Task video prediction

Task video-based person re-identification

Task lesion segmentation

Task topic models

Task dialogue generation

Task fact checking

Task 3d object detection

Task multi-future trajectory prediction

Task slot filling

Task automated theorem proving

Task scientific results extraction

Task rectification

Task natural language inference

Task activity detection

Task source code summarization

Task graph representation learning

Task opinion mining

Task multi-object tracking

Task synthetic-to-real translation

Task language identification

Task coreference resolution

Task chinese named entity recognition

Task lipreading

Task action unit detection

Task autonomous navigation

Task density estimation

Task sign language recognition

Integration new relic

Task stance detection

Task grammatical error correction

Task disparity estimation

Framework spacy

Task facial expression recognition

Task self-supervised learning

Task event-based vision

Task video summarization

Task bayesian inference

Task 3d pose estimation using rgbd

Task self-driving cars

Integration gitlab

Task entity linking

Task image stitching

Task cross-lingual ner

Task quantization

Task click-through rate prediction

Task transliteration

Task video reconstruction

Task music transcription

Task image inpainting

Task temporal action localization

Task constituency parsing

Task 3d action recognition

Task program repair

Task learning-to-rank

Task visual dialog

Task one-shot learning

Task drug discovery

Task conversational response selection

Task multi-class classification

Task trajectory prediction

Task latent variable models

Task question generation

Task math word problem solving

Task human detection

Task visual odometry

Task graph regression

Task entity typing

Task emotion classification

Task dictionary learning

Task stereo matching hand

Task eye tracking

Task speaker diarization

Task defect detection

Task image enhancement

Task bias detection

Task multiple instance learning

Task graph clustering

Task kg-to-text generation

Task causal inference

Task knowledge base question answering

Task scene text recognition

Task unsupervised image classification

Task outlier detection

Task semantic parsing

Task grasp contact prediction

Task scene recognition

Task action detection

Task text-to-sql

Task sentence embedding

Task 3d instance segmentation

Task entity disambiguation

Task person re-identification

Task vehicle re-identification

Task color constancy

Task nested named entity recognition

Task knowledge graph completion

Task virtual try-on

Task video understanding

Task monocular 3d object detection

Task intent detection

Task code search

Task scene segmentation

Task curriculum learning

Task paraphrase generation

Task self-supervised action recognition

Task abusive language

Task structured prediction

Task network pruning

Task goal-oriented dialog

Task lexical entailment

Task multimodal activity recognition

Task vision and language navigation

Task hate speech detection

Task emotion recognition

Task probabilistic deep learning

Task action recognition in videos

Task image restoration

Task change point detection

Task scene graph detection

Task graph matching

Task 3d multi-person pose estimation

Task image registration

Task core set discovery

Task common sense reasoning

Task offline rl

Task small data image classification

Task unsupervised machine translation

Task few-shot image classification

Task scene text

Task 3d reconstruction

Task online multi-object tracking

Task code generation

Task human action generation

Task lesion classification

Task gaze estimation

Task color image denoising

Task abstractive text summarization

Task referring expression segmentation

Task video generation

Task imputation

Task scene flow estimation

Task interactive segmentation

Task retinal vessel segmentation

Task paraphrase identification

Task face anti-spoofing

Task multimodal unsupervised image-to-image translation

Task whole slide images

Task animal pose estimation

Task 3d hand pose estimation

Task structure from motion

Task lane detection

Task head pose estimation

Task sound event detection

Task weakly supervised object detection

Task cross-lingual question answering

Task visual reasoning

Task saliency prediction

Task patch matching

Task trajectory forecasting

Task zero-shot learning

Task image quality assessment

Task morphological analysis

Task automatic post-editing

Task 3d shape reconstruction

Task misinformation

Task abnormal event detection in video

Task compositional zero-shot learning

Task ssim

Task feature selection

Task general reinforcement learning

Task passage retrieval

Task stochastic optimization

Task saliency detection

Task action localization

Task action quality assessment

Task novel view synthesis

Task relation classification

Task dense video captioning

Task multi-agent reinforcement learning

Task 3d face animation

Task adversarial attack

Task video inpainting

Task egocentric activity recognition

Task fine-grained visual recognition

Task 3d multi-object tracking

Task weather forecasting

Task 3d semantic segmentation

Task hand pose estimation

Task point cloud registration

Task monocular depth estimation

Task contrastive learning

Task product recommendation

Task unsupervised domain adaptation

Task stereo matching

Task computed tomography (ct)

Task partial domain adaptation

Task super-resolution

Task optical character recognition

Task robot navigation

Task facial landmark detection

Task starcraft

Task joint entity and relation extraction

Task node classification

Task 3d shape representation

Task multiple object tracking

Task graph classification

Task graph generation

Task community detection

Task single image dehazing

Task graph embedding

Task music modeling

Task scene generation

Task human-object interaction detection

Task video segmentation

Task fake news detection

Task jpeg artifact correction

Task video object detection

Task dialogue understanding

Task 3d object recognition

Task decision making

Task video classification

Task human part segmentation

Task action anticipation

Task chinese reading comprehension

Task simultaneous localization and mapping

Task motion prediction

Task action classification

Task music source separation

Task handwriting generation

Task optical flow estimation

Task tokenization

Task video salient object detection

Task rgb salient object detection

Task semi-supervised video object segmentation

Task chunking

Task depression detection

Task 3d human reconstruction

Framework tf lite

Task image dehazing

Task text simplification

Task depth completion

Task aspect-based sentiment analysis

Task 3d point cloud classification

Task object tracking

Task dialogue state tracking

Task relation extraction

Data Domain point cloud

Task traffic sign recognition

Task binarization

Task image cropping

Task eeg

Task intent classification

Task action segmentation

Task action spotting

Task video description

Task face presentation attack detection

Task image clustering

Task document summarization

Task relational reasoning

Task deepfake detection

Task feature importance

Task task-oriented dialogue systems

Task image retrieval

Task visual localization

Task object localization

Task scene understanding

Task incremental learning

Task document classification

Task robotic grasping

Task community question answering

Task human robot interaction

Task instance segmentation

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task unsupervised object segmentation

Task video semantic segmentation

Task variational inference

Task event extraction

Task video question answering

Integration s3 compatible storage

Task compressive sensing

Task image denoising

Task dependency parsing

Task boundary detection

Task speech synthesis

Task motion capture

Task handwriting recognition

Task skeleton based action recognition

Task motion estimation

Task robust object detection

Task age estimation

Task fairness

Task adversarial defense

Integration google cloud storage

Task line segment detection

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Training Protocol

Model

The main segmentation model is an EfficientUnet++ with a EfficientNet-b5 encoder.

Losses

The model was trained using a combination of three losses and a loss weighting scheme. $L_{total} = L_{dice} + \alpha * L_{boundary} + L_{focal}$

and ɑ (ramped on over the first 100 epochs) is defined as: $\alpha = min(0.01*epoch, 0.99)$

Generaliced Dice Loss

...

Boundary loss

...

Focal Loss

...

Training

The following pytorch lightning settings and training tricks were used:

batch_size: 32
ADAM optimizer with learning_rate of 0.0003 (altered using CosineAnnealingLR with T_max=10)
mixed precision training
gradient clipping enabled (mode: norm, 0.5)
stochastic weight averaging

Data

Data samples of size 4x256x256 (CxWxH; channels: R,G,B,NIR), normalized
Data augmentation:- HorizontalFlip or VerticalFlip, p=0.5- RandomRotate90, p=0.5- RandomBrightnessContrast, brightness_limit=0.2, contrast_limit=0.15, brightness_by_max=False- Normalize
Normalization: 4-channel mean/ std for all data from 2017-2020

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