Integration: dvc git github

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 mlops

General imaging

Integration mlflow

Data Domain nlp

General natural language processing

General cancer

General image processing

Task image classification

General health

Data Domain tabular

General python

General oceans

Integration dvc

General hacktoberfest 2023

General data science

General mapping

Framework tensorflow

General coastal

General whole genome sequencing

General biodiversity

General atmosphere

General covid-19

General elevation

General cog

General strides

General neuroscience

General global

General coronavirus

Integration git

General cities

General neuroimaging

General lidar

General open source software

Task object detection

General ecosystems

General machine learning project

General water

General climate model

Framework pytorch

General csv

General aerial imagery

General neurobiology

General transcriptomics

General air quality

General astronomy

General archives

General land

General urban

General analytics

General data science project

General energy

General food security

General gps

General internet

General parquet

General bam

General continuously operating reference station - cors

Framework scikit-learn

General tutorial

General homo sapiens

General medicine

General conservation

Data Domain 3d model

General cell imaging

General encyclopedic

General cell biology

General fastq

General stac

General broadcast ephemeris

Data Domain medical imaging

General mlflow-serving

General gnss

General json

General infrastructure

General gene expression

General earthquakes

General chemistry

General census

General robotics

General nara

General cyber security

General solar

General biotech blueprint

General signal processing

General cnn

General statistics

General magnetic resonance imaging

General llm

General labeled

General demography

Task autonomous vehicles

General financial markets

General protein

General neural network

General ice

General reference index

General molecule

General vcf

Task machine translation

General mus musculus

Task time series forecasting

General deeplearning

General artificial-intelligence

Task vision

General geoscience

General multimedia

General 1940 census

General video

General chemical biology

General transportation

General computer security

General neurophysiology

General dagshub

General ml pipelines

General genetic maps

Task information retrieval

General marine navigation

General wine quality prediction

General population

General medical

General biomolecular modeling

General osm

General fasta

General electron microscopy

General regulatory

General floods

Task anomaly detection

General planetary

General microscopy

General population genetics

Task chatbot

General streamlit

General healthcare

General data visualization

General data analytics

General reproducibility-challenge

Task semantic segmentation

Integration arxiv

General predictive analysis

General genelab

General xgboost

General regression

General digital preservation

General llms

Task text generation

General smd ai

General civic

General market data

Task denoising

Integration github

General seismology

General blockchain

General traffic

General government records

General sars

General copyright monitoring

General digital forensics

General commerce

General survey

General demographics

General computer forensics

General epigenomics

General mers

General kidney

General short read sequencing

General nifti

General fast5

General amino acid

Integration label studio

General molecular docking

General long read sequencing

General economics

General genome wide association study

General random forests

General metagenomics

General bathymetry

General segmentation

General us-dc

General transformers

General metadata

General fluorescence imaging

General broadband

Task sentiment analysis

General text analysis

General finance

General kaggle

General rag

Task text classification

Task medical image segmentation

Task language modelling

General projects

Task recommendation systems

General research

General network traffic

General electrophysiology

General events

General music

General deployment

General datamanipulation

General data cleaning

Framework huggingface transformers

General data analysis

Data Domain graph

General covid

General prediction

General bitcoin

General forecast

General speech processing

General space biology

General source code

General cars

General test

General sklearn

Task speech recognition

General data

General intrusion detection

General github actions

General x-ray tomography

Task text-to-image generation

General detection

General txt

General wildlife

Task active learning

General predictive modelling

General mining software repositories

Task music information retrieval

General movies

General complaints

General education

General cloud computing

General free software

General trading

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 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 credit card

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

General pharmaceutical

General generative ai

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

Task object classification

General turbulence

General sports

General workload analysis

General flask

General data pipelines

General alchemical free energy calculations

General ukraine

General benchmark

General end to end

General cram

General variant annotation

General msa

General hydrography

General loftee

General tertiary analysis

General medical image classification

General mixed file dataset

Task audio classification

General netcdf

General media

General industrial

General microbiome

Task activity recognition

General keras

General near-surface specific humidity

General automatic speech recognition

General wine

General xml

General ai personal assistant

General pandas

General marine

General ai planning

General cmip6

General molecular dynamics

General low-pressure turbine

General scholarly communication

General csi

Task explainable artificial intelligence

General hebrew

General autoencoder

General gans

General huggingface

Task sequence-to-sequence language modeling

General aws

General x-ray

General price

General ai mlops

General snowflake

Task image generation

General agents

General python library

General eda

General price prediction

General python pakage

General pipeline

General mnist

Task time series

General ai voice clone app

General ml deployment

Task depth estimation

Task image captioning

General customer churn

Framework pycaret

General dagshub as a my favourite data science tool

General image

Task text summarization

General coco

General linear regression

General text

General analysis

General monitoring

General customer sentiment analysis

Task object detection in aerial images

General matplotlib

General vector database

General medical terminology

General noaa cors network - ncn

General toy

General web

General chat llama

General colab

General llama2

Task reading comprehension

General example

General vector embeddings

Task automl

General convolutional neural network

General continuous integration

Task zero-shot object detection

General java

General study

General gender debiasing

General quantitative

General images

Task text-to-speech synthesis

General banking

General mri

General fastai

General nltk

General gradient boosting

Task video object segmentation

General forecasting

General modular coding

General credit card defaulter prediction

General malaria

General spider

General agent

General jupyter notebook

General chest x-ray

General experiment tracking

General evaluation

General docker

General bot

General bias

General credit card risk

General cicd

Task transfer learning

General lstm

General transactional data

General churn

General api

Task pedestrian detection

General master

Integration bitbucket

General development

General annotations

General olympics

General data version control

General aiops

General mammography

General zomato

Task 3d human pose estimation

General labelling

General version control

Task real-time object detection

Task food recognition

General fire

General heroku

General brain

General chatgpt plugins

General physics

General social good

General unet

Task text matching

Task classification with binary neural network

Framework ultralytics yolo

General cml

General human computer interaction

General news

General ai voice assistant

General medical classification

General catboost

General machine

General numeric arrays

General numpy

General vector embedding database

Task minecraft

Task federated learning

General forest

General instruction following

Task face model

General database

General evidently

Task music generation

General open-cv

Task object recognition

Task time series analysis

General codepeak

General bento ml

General data mining

General chest cancer predition

General npc

General julia

General chapter 1

General action video games

General loan application

General mlops zoomcamp

General woman

General fdffwfwf

General seo

General datellite imagery

General lora

General baseline

General coronary plaque analysis

Task meta-learning

General smiles

General kyc

General bark voice clone

General image caption

General face shape classification for improving styling

General reviewer recommendation

General movie

General car service

General digital marketing

General notes

General liberia

General insurance

Task answer selection

General singapore

General documents

General model calibration

General unit testing

General flood prediction

Task salient object detection

General pytorch2

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 vessel segmentation

General signal identification

General vscode

General xyz analysis

General skeleton

General preverified

General gru

Task network embedding

General pil

General fashion images

General edema

General dynamic time warpping

General seagrass

General exercise videos

General battery

General video-object-segmentatino

Framework jax

General short

General baseline background spi modeling

General disease classification

General torchdata

General sdw

General hyperspectral imaging

General image complexity

General tim ho

General ai voice cloning

Task fine-grained image classification

General hello-world

General runners

General corpus

General chest disease

Task link prediction

General snails

General ecr

General production optimization

General fdfwsf

General first

General understanding

Task table detection

General book

General sometopic

General challenge

General apple

General designing

General malware detection

Task covid- diagnosis

General scientific documents

General heart disease predicton

Task text-image retrieval

General tinyml

General contrastive loss

General explainable ai

General suicide rates analysis

General tracking

General software

Task 3d pose estimation

General happy

General fitnes

General operating theatre

General mode

General automation

General instruct chatgpt

General demo

Task license plate recognition

General encryption

General man naked on ice

General bark voice cloning

General trip

Task object skeleton detection

General wdl

General tiger

General moldova

General supermarket website scraping

General discord

General latent diffusion models

Task visual question answering

General credit finance fraud

Task 3d semantic segmentation

Task multi-task learning

General number recognition

General cps

General beginner

General chatgpt

General data streaming

General chexnet

Task style transfer

General digital ocean

General tagging

General jitter click test

General the blogger

General spam-classifier

General tarantula

General extract mfccs

General gemini

Task machine reading comprehension

General dataframe

General precious stones

General neural search

General radio astronomy

General wav

General minecraft shapes

General ner

General kagle

General webapps

General man is nervous

General food

General devices

General azure

General tasks

General manipu

General africa

General albumentations

General enron

General computing

General stroke prediction

General document image

General weight of evidence

General text-to-video

Task word embeddings

General violence detection

Task audio source separation

Task scientific document summarization

General best pune escorts

General heart valve prosthesis

General observations cleaning

General shap

General argument

General fastapi

General siamese network

General alpaca

General clot

Task face sketch synthesis

General covid19 vaccine

General msr

Integration jenkins

General auth

General triplet loss

General sea

General generative design

General individuals

General sad

General time prediction

General get data

General html

General cloud

General quack

General credit-risk

General plant

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General bark

General ctr

General payments

General information value

General food time delivery

General parser

General lungs

Task few-shot learning

General crime

General dsd

General large language mode

Task domain adaptation

Task content-based image retrieval

General anaomaly detection

General tactical decision

General omdena-milan chapter mirrored from github repo

General credit card default prediction

General classifier

General ai4 sustainable agri-food

General bank

General diabetes

Task face reconstruction

General type

General bug localization

General discount

General chest cancer classification

General dinosaurs

General recipe

Task gesture recognition

General taxi fare prediction

Framework flax

General sdsd

General nextjs

Task biomedical information retrieval

General data review

General optical coherence tomography

General cat

General vaccine

General engine

General sensors

General mosquito

Task face verification

General scw

General javaml

General skimage

Task sentence embeddings

General new upcoming data science projects for 2020

General football

General alguae

General inventory turnover

General eye

General representation learning

Task image-to-image translation

General optimization

Integration s3 compatible storage

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

General oci

Task visual tracking

General neutral

General video-object-segmentation

General swiggy

General object

Task neural architecture search

General language

General cybersecurity

General sql

General mouse

General soccer

General assistant

Task feature engineering

General iamges

General sleep

General security

General default customer

General moez

General code review

Task clustering algorithms evaluation

General exp

General airflow

General deno

Task music classification

General wealth

General fraud

General remote working file system

Task pose estimation

General model tracking

General pune escorts services

General dialogpt bot

General openai

General data extraction of deed of trust

General image to audio

Task speech enhancement

General yvual

General house

General mikrocontrollers

General search

General geb

General gis data

General gaming

General mdeical

General vls

General phitoplankton

General cognitive control

General tumo

General women

General credit scorecard modelling

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

General parkinson disease

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 paris

General detection of gaps

General mlpipelines

General wordle

Task open information extraction

Task multi-label text classification

General logistic regression

General similarity detection

General interpretability

General captioning

General weights and biases

General computer-aided design

General orchest

General healt

General ditmodel

General author dwaipayan chakroborti

General random sampling

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 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 gpt

General dagsub

General chest cancer

General minecraft blocks

General epu index

General pickle

General digital pathology

General script

General fauna

Task remote sensing image classification

General illegal deforestation

Task data augmentation

General animals

General vsdvsdvsdvssf

General finite element method

General histological segmentation

Task object counting

General mongodb

General awesome list

General caption

General cracks and potholes

General 2022 data science related notes

Task face identification

General portfolio

General minecraft circle generator

General fast

General http traffic data

Task dimensionality reduction

General engineering

General engineer

Task face reenactment

General semantic search

General project

General shopping

Task learning-to-rank

General telecom

General trial

Task document layout analysis

General oracle

General chandigarh escorts services

General bug

General books

Task rgb-d salient object detection

Task domain generalization

General visualization

General cell segmentation

General asv

Task colorization

General obesity

General academic

General titanic

Task news classification

Task 3d action recognition

Task metric learning

Task disparity estimation

Task keypoint detection

Task hyperspectral image classification

Task chinese named entity recognition

Task image/document clustering

Task weakly-supervised semantic segmentation

Task motion segmentation

Task constituency parsing

Task multi-label classification

Task temporal action localization

Task emotion recognition in conversation

Task single image dehazing

Task 3d object detection

Task human-object interaction detection

Task real-time semantic segmentation

Task zero-shot learning

Task spoken language understanding

Task head pose estimation

Task entity disambiguation

Task entity linking

Task mathematical question answering

Task 3d absolute human pose estimation

Task visual object tracking

Task intent detection

Task video frame interpolation

Task visual navigation

Task video object detection

Task video classification

Task knowledge graphs

Task human part segmentation

Task event extraction

Task robust object detection

Task genre classification

Task chinese reading comprehension

Task scene flow estimation

General newreposistory for to learning - how dagshub works

Task motion prediction

Task eye tracking

Task 3d object tracking

Task math word problem solving

Task audio tagging

Integration new relic

Task continuous control

Task imputation

Task 3d pose estimation using rgb

Task video reconstruction

Task multi-person pose estimation

Task homography estimation

Task multivariate time series forecasting

Task image dehazing

Task relation extraction

Task low-light image enhancement

Task video retrieval

Task action spotting

Task acoustic scene classification

Task text style transfer

Task audio generation

Task synthetic-to-real translation

Task opinion mining

Task video recognition

Task real-time strategy games

Task stereo matching hand

Task document ranking

Task region proposal

Task fact verification

Task dictionary learning

Task tumor segmentation

Task community question answering

Task facial expression recognition

Task video understanding

Task hand pose estimation

Task continual learning

Task robot navigation

Task image super-resolution

Task instance segmentation

Task keyword extraction

Task quantization

Task code search

Task semantic role labeling

Task contrastive learning

Task video-based person re-identification

Task computed tomography (ct)

Task optical character recognition

Task 3d shape representation

Task facial landmark detection

Task vision-language navigation

Task gaze estimation

Task common sense reasoning

Task fact checking

Task video semantic segmentation

Task multi-future trajectory prediction

Task egocentric activity recognition

Task 3d face animation

Task dense video captioning

Task novel view synthesis

Task node classification

Task graph classification

Task feature selection

Task community detection

Task 3d shape reconstruction

Task weather forecasting

Task morphological analysis

Task action detection

Task trajectory forecasting

Task music modeling

Task patch matching

Task automated theorem proving

Task video segmentation

Task visual reasoning

Task entity typing

Task jpeg artifact correction

Task scene segmentation

Task 3d object recognition

Task cross-lingual question answering

Task natural language inference

Task graph embedding

Task video summarization

Task weakly supervised object detection

Task video description

Task lane detection

Task structure from motion

Task multimodal unsupervised image-to-image translation

Task handwriting recognition

Task referring expression segmentation

Task abstractive text summarization

Task weakly-supervised named entity recognition

Task video prediction

Task open-domain question answering

Integration google cloud storage

Task language identification

Task coreference resolution

Task super-resolution

Task source code summarization

Task lipreading

Task color image denoising

Task code generation

Task partial domain adaptation

Task decision making

Task relational reasoning

Task action anticipation

Task action unit detection

Task online multi-object tracking

Task scene text

Task small data image classification

Task person re-identification

Task compositional zero-shot learning

Task emotion classification

Task music transcription

Task part-of-speech tagging

Task sign language recognition

Task grammatical error correction

Task feature importance

Task lesion segmentation

Task multi-agent reinforcement learning

Task change point detection

Task hate speech detection

Task 3d pose estimation using rgbd

Task stereo matching

Task transliteration

Task human detection

Task image compression

Task graph clustering

Task outlier detection

Task action classification

Task stance detection

Task music source separation

Task 3d multi-object tracking

Task robotic grasping

Task action quality assessment

Task optical flow estimation

Task long-tail learning

Task self-driving cars

Integration gitlab

Task multimodal activity recognition

Task vision and language navigation

Task knowledge base question answering

Task dense pixel correspondence estimation

Task probabilistic deep learning

Task action recognition in videos

Task topic models

Task clique prediction

Task scene graph detection

Task graph matching

Task latent variable models

Task 3d multi-person pose estimation

Task image registration

Task click-through rate prediction

Task visual odometry

Task offline rl

Task tokenization

Task unsupervised machine translation

Task few-shot image classification

Task trajectory prediction

Task 3d reconstruction

Task semantic similarity

Task scene recognition

Task human action generation

Task image inpainting

Task unsupervised anomaly detection

Task cross-lingual transfer

Task image denoising

Task rgb salient object detection

Task video generation

Task scene text detection

Task speech separation

Task interactive segmentation

Task multiple object tracking

Task sarcasm detection

Task paraphrase identification

Task one-shot learning

Task multi-document summarization

Task whole slide images

Task text-to-sql

Task 3d hand pose estimation

Task multi-class classification

Task speech synthesis

Task nested named entity recognition

Task crowd counting

Task line segment detection

Task anomaly detection in surveillance videos

Task depression detection

Task question generation

Task sketch-based image retrieval

Task depth completion

Task image stitching

Task semantic textual similarity

Task bayesian inference

Task saliency detection

Task graph regression

Task unsupervised object segmentation

Task misinformation

Task abnormal event detection in video

Task goal-oriented dialog

Task keyword spotting

Task abusive language

Task general reinforcement learning

Task video captioning

Task stochastic optimization

Task curriculum learning

Task action localization

Task animal pose estimation

Task matrix completion

Task imitation learning

Task relation classification

Task weakly supervised action localization

Task fine-grained visual categorization

Task multimodal machine translation

Task adversarial attack

Task video inpainting

Task word sense disambiguation

Task fine-grained visual recognition

Task discourse parsing

Task multiple instance learning

Task video super-resolution

Task handwriting generation

Task image quality assessment

Task monocular depth estimation

Task aspect-based sentiment analysis

Task product recommendation

Task causal inference

Task unsupervised image classification

Task object tracking

Task out-of-distribution detection

Task hand segmentation

Task conversational response selection

Task sign language translation

Task ssim

Task starcraft

Task joint entity and relation extraction

Task color constancy

Data Domain point cloud

Task rectification

Task image enhancement

Task graph generation

Task data-to-text generation

Task knowledge graph completion

Task event-based vision

Task face anti-spoofing

Task scene generation

Task sentence embedding

Task traffic sign recognition

Task 3d instance segmentation

Task passage retrieval

Task fake news detection

Task dialogue understanding

Task vehicle re-identification

Task binarization

Task action recognition

Task self-supervised learning

Task saliency prediction

Task virtual try-on

Task simultaneous localization and mapping

Task monocular 3d object detection

Task lesion classification

Task face swapping

Task self-supervised action recognition

Framework spacy

Task multimodal sentiment analysis

Task video salient object detection

Task image cropping

Task image restoration

Task chunking

Task intent classification

Task 3d human reconstruction

Framework tf lite

Task fairness

Task text simplification

Task face presentation attack detection

Task semi-supervised video object segmentation

Task 3d point cloud classification

Task paraphrase generation

Task dialogue state tracking

Task cross-modal retrieval

Task scene classification

Task image matting

Task dialogue generation

Task core set discovery

Task eeg

Task unsupervised facial landmark detection

Task action segmentation

Task network pruning

Task table-to-text generation

Task atari games

Task image clustering

Task density estimation

Task visual dialog

Task document summarization

Task conditional image generation

Task deepfake detection

Task cross-lingual ner

Task visual localization

Task slot filling

Task structured prediction

Task task-oriented dialogue systems

Task incremental learning

Task emotion recognition

Task semantic parsing

Task lexical entailment

Task activity detection

Task retinal vessel segmentation

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task scene text recognition

Task kg-to-text generation

Task variational inference

Task scene understanding

Task video question answering

Task image retrieval

Task compressive sensing

Task sound event detection

Task dependency parsing

Task boundary detection

Task bias detection

Task motion capture

Task skeleton based action recognition

Task defect detection

Task motion estimation

Task document classification

Task age estimation

Task automatic post-editing

Task adversarial defense

Task multi-object tracking

Task face alignment

Task autonomous navigation

Task node clustering

Task program repair

Task colorectal polyps characterization

Task grasp contact prediction

Task speaker diarization

Task semantic correspondence

Task object localization

Task scientific results extraction

Task point cloud registration

Task graph representation learning

Task cross-view image-to-image translation

Task unsupervised domain adaptation

Task visual place recognition

Task person search

Task deblurring

Task semi-supervised image classification

Task human robot interaction

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End-to-end Customer Segmentation Project

Tools Used in This Project

Prefect: Orchestrate workflows - article
hydra: Manage configuration files - article
Weights & Biases: Track and monitor experiments - article
pre-commit plugins: Automate code reviewing formatting - article
poetry: Python dependency management - article
DVC: Data version control. - article
BentoML: Deploy and serve machine learning models - article

Variations of This Project

workshop branch focuses on Hydra, Prefect, and Weight & Biases along with explanations.
bentoml_demo branch focuses on BentoML along with explanations.

Project Structure

src: consists of Python scripts
config: consists of configuration files
data: consists of data
notebook: consists of Jupyter Notebooks
tests: consists of test files

Set Up the Project

Install Poetry
Set up the environment:

make setup

To persist the output of Prefect's flow, run

export PREFECT__FLOWS__CHECKPOINTING=true

Run the Project

To run all flows, type:

python src/main.py

To run the process flow, type:

python src/main.py flow=process

To run the segment flow, type:

python src/main.py flow=segment

Tip!

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