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 mlops

General cancer

Integration mlflow

General image processing

General health

General oceans

Data Domain tabular

General hacktoberfest 2023

Task image classification

General python

Integration dvc

General mapping

General coastal

General whole genome sequencing

Framework tensorflow

General data science

General biodiversity

General atmosphere

General covid-19

General cog

General elevation

General strides

General neuroscience

General global

General coronavirus

Integration git

General lidar

General neuroimaging

General cities

General open source software

General ecosystems

General water

General climate model

Framework pytorch

General neurobiology

General aerial imagery

General csv

Task object detection

General astronomy

General archives

General air quality

General land

General machine learning project

General transcriptomics

General urban

General data science project

General analytics

General food security

General energy

General internet

General parquet

General bam

Framework scikit-learn

General continuously operating reference station - cors

General gps

General homo sapiens

General conservation

General tutorial

General cell imaging

General cell biology

Data Domain 3d model

General encyclopedic

General stac

General fastq

General broadcast ephemeris

General medicine

General gnss

General infrastructure

General gene expression

General earthquakes

General census

General nara

General robotics

General json

General chemistry

General cyber security

General solar

General biotech blueprint

General signal processing

General statistics

General magnetic resonance imaging

General mlflow-serving

General labeled

General demography

General reference index

General molecule

General ice

Task autonomous vehicles

General cnn

Data Domain medical imaging

General protein

Task machine translation

General vcf

Task vision

General neural network

General mus musculus

General llm

General video

General chemical biology

General multimedia

Task information retrieval

General 1940 census

General genetic maps

General transportation

General geoscience

General financial markets

General neurophysiology

General fasta

General marine navigation

General regulatory

Task anomaly detection

General biomolecular modeling

General microscopy

General electron microscopy

General population

General osm

General planetary

General computer security

General ml pipelines

General population genetics

General floods

General wine quality prediction

General deeplearning

Task time series forecasting

General streamlit

General medical

Integration arxiv

General artificial-intelligence

Task chatbot

General reproducibility-challenge

General data visualization

General dagshub

General xgboost

Task denoising

General smd ai

General civic

General market data

General digital preservation

Task text generation

General predictive analysis

Task semantic segmentation

General genelab

General data analytics

General long read sequencing

General seismology

General short read sequencing

General survey

General fast5

General commerce

General amino acid

General regression

General healthcare

General copyright monitoring

General computer forensics

General demographics

General epigenomics

General molecular docking

General us-dc

Integration github

General fluorescence imaging

General random forests

General traffic

General blockchain

General metagenomics

General digital forensics

General metadata

General government records

General bathymetry

General genome wide association study

Integration label studio

General broadband

General sars

General mers

General nifti

Task language modelling

Task sentiment analysis

General llms

General kaggle

General economics

General rag

Task text classification

General transformers

General text analysis

General segmentation

General research

General kidney

General datamanipulation

General deployment

General events

Framework huggingface transformers

General electrophysiology

General music

General projects

General network traffic

General data cleaning

General x-ray tomography

Task music information retrieval

General space biology

General trading

General test

General data analysis

General source code

General complaints

General github actions

Task medical image segmentation

Task speech recognition

General covid

General cloud computing

General cars

General speech processing

General ensemble learning

Data Domain graph

General education

General movies

General forecast

General data

General sklearn

General bitcoin

Task text-to-image generation

General wildlife

General intrusion detection

General mining software repositories

General txt

General free software

General predictive modelling

General computational fluid dynamics

General openfold

General data assimilation

General cover song identification

Task question answering

General benchmark

General flask

General live song identification

General workload analysis

General detection

General speaker identification

General cram

General art

General emotion

General variant annotation

General turbulence

General msa

General molecular dynamics

General pediatric

General science

General hydrography

General loftee

General structural variation

General low-pressure turbine

Task face recognition

General seafloor

General tertiary analysis

General near-surface air temperature

General sqlite

General national archives catalog

General mixed file dataset

General finance

Task audio classification

General netcdf

General prediction

General marine mammals

General green aviation

General geothermal

General scholarly communication

General media

General organelle

General music features dataset

General industrial

General csi

General simulations

General microbiome

General xml

General histopathology

General whole exome sequencing

General ai personal assistant

General history

General privacy

General protein folding

General enzyme

General pandas

General marine

General pharmaceutical

General hiring

General museum

Task active learning

General high-throughput imaging

General hpc

General cell painting

General japanese

General datascience

General datacenter

General cmip5

General structural biology

General ransomware

General meta learning

General foldingathome

General autism spectrum disorder

General virus

General culture

General tiles

General fewshot

General geophysics

General mining

General acoustics

General cmip6

General fisheries

Data Domain reinforcement learning

General space weather

General precipitation

General ukraine

General alchemical free energy calculations

General vep

Task activity recognition

General malware

General keras

Task recommendation systems

General alphafold

General near-surface specific humidity

General timho

General radiation

General recombination maps

General 1950 census

General automatic speech recognition

General cultural preservation

General disease

General protein template

General matplotlib

General pipeline

General gans

General ai voice clone app

Task object classification

Task named entity recognition

General text

General aws

Task sequence-to-sequence language modeling

General coco

General python library

General monitoring

General hebrew

General elasticnet

General dagshub as a my favourite data science tool

General snowflake

General analysis

Task image generation

General ml deployment

General linear regression

General generative ai

General ai planning

General eda

General price prediction

General credit card

General x-ray

Framework pycaret

General mnist

General huggingface

General wine

General price

General end to end

General sports

General autoencoder

General ai mlops

General data pipelines

Task depth estimation

General image

Task explainable artificial intelligence

Task text summarization

Task image captioning

General spider

General customer churn

General labelling

General transactional data

General bot

Task automl

General toy

Task reading comprehension

General docker

General catboost

General chest cancer predition

General chapter 1

General fastai

Task video object segmentation

General master

General development

General heroku

Task classification with binary neural network

General version control

General instruction following

General news

Task pedestrian detection

General java

General ai voice assistant

General npc

General vector embeddings

General banking

General vector database

General forecasting

General noaa cors network - ncn

Framework ultralytics yolo

General numpy

General mri

Task real-time object detection

General chatgpt plugins

General gender debiasing

General modular coding

General jupyter notebook

General medical classification

General julia

General continuous integration

General python pakage

Task 3d human pose estimation

General cml

Task food recognition

General aiops

General annotations

Task time series

General malaria

General nltk

General example

General llama2

General colab

General chat llama

General mlops zoomcamp

General data mining

General codepeak

General evidently

General database

Task minecraft

General numeric arrays

General machine

General social good

General bias

Task object detection in aerial images

General vector embedding database

General mammography

General convolutional neural network

General loan application

General medical image classification

General chest x-ray

General credit card defaulter prediction

General web

General bento ml

Task text matching

General customer sentiment analysis

Integration bitbucket

Task text-to-speech synthesis

Task federated learning

General gradient boosting

Task zero-shot object detection

General unet

General fire

General medical terminology

General zomato

General quantitative

Task music generation

General api

General neutral

General video-object-segmentation

General chest disease

General stroke prediction

General document image

General text-to-video

General fast

Task word embeddings

General tiger

General coronary plaque analysis

General object

General minecraft circle generator

Task neural architecture search

General language

General baseline

General moldova

General cybersecurity

General portfolio

General violence detection

General mouse

General understanding

General soccer

Task audio source separation

General movie

Task feature engineering

General iamges

General fdfwsf

General moez

General hello-world

General best pune escorts

General scientific documents

General supermarket website scraping

General lora

General heart valve prosthesis

Task face identification

Task text-image retrieval

General discord

Task link prediction

General security

General default customer

General latent diffusion models

General tinyml

General suicide rates analysis

Task license plate recognition

General shap

General code review

General argument

Task music classification

General man naked on ice

General exp

Task visual question answering

General 2022 data science related notes

General credit finance fraud

General runners

General cracks and potholes

Task object skeleton detection

General academic

General airflow

Task colorization

General dialogpt bot

General cps

General deno

General food

General alpaca

General clot

General wealth

General fraud

General remote working file system

General beginner

Task pose estimation

Task object counting

General asv

General pune escorts services

General number recognition

General sometopic

General covid19 vaccine

General msr

General visualization

General openai

General chexnet

General digital ocean

Integration jenkins

General auth

General data extraction of deed of trust

Task domain generalization

General triplet loss

General image to audio

General the blogger

General histological segmentation

General chatgpt

General search

General generative design

General data streaming

Task speech enhancement

General finite element method

Task rgb-d salient object detection

General sad

General ner

General yvual

General time prediction

General house

General mikrocontrollers

General heart disease predicton

General vsdvsdvsdvssf

General devices

General gis data

Task data augmentation

Task style transfer

General gaming

General get data

General books

General physics

Task transfer learning

General vls

General phitoplankton

General html

General cloud

Task scientific document summarization

General tumo

General women

General fastapi

General siamese network

Task face sketch synthesis

General quack

General dental

Task 3d pose estimation

General credit-risk

General integration

General weather impacts

General power bi

General prevention

General happy

General scorecard

General marketing analytics

General sea

General face shape classification for improving styling

General parkinson disease

General individuals

General bug

Task open information extraction

General plant

General adsadad asdsadsa -dsadsadsadasdasdasdasdasd

General illegal deforestation

Task drug discovery

General first

General ctr

General bark

General seo

General payments

Task aesthetics quality assessment

General mode

General reels

General food time delivery

Task autonomous driving

Task face model

General automation

General weights and biases

General script

General mongodb

General parser

Task classification with binary weight network

General credit card default prediction

General instruct chatgpt

Task panoptic segmentation

General jitter click test

General alzheimers

General jigsaw

General fitnes

General diffusion

Task natural language understanding

General bug localization

Task gesture recognition

General query

General detection of gaps

General mlpipelines

General epu index

General awesome list

General oracle

General nextjs

General lungs

General abc analysis

General wordle

Task few-shot learning

General forest

Task multi-label text classification

General optical coherence tomography

General similarity detection

General digital marketing

Task time series analysis

General dsd

General agent

General tactical decision

General scw

Task object recognition

General image caption

General alguae

General large language mode

Task domain adaptation

General swiggy

General computer-aided design

General orchest

General healt

General cat

Task content-based image retrieval

General assistant

General anaomaly detection

General author dwaipayan chakroborti

General random sampling

Task clustering algorithms evaluation

General spam-classifier

General futbol

General omdena-milan chapter mirrored from github repo

Task brain tumor segmentation

General encryption

General ggs

General evaluation

General man is ugli

General tarantula

Task face detection

General dubai

General olympics

General vascular tissue engineering

General engineer

General engine

General classifier

General its

General geb

General ai4 sustainable agri-food

General challenge

General friendship

General cognitive control

General extract mfccs

General bank

General diabetes

General clustering

General fdffwfwf

General gemini

Task face reconstruction

General telecom

General type

Task network intrusion detection

Task edge detection

General apple

General discount

General trial

General designing

General malware detection

General paper

General gradio

Task hand gesture recognition

General radiometric data

General dinosaurs

General recipe

General tutorials

General cell segmentation

General taxi fare prediction

General bark voice cloning

Framework flax

General open-cv

General action video games

Task machine reading comprehension

General woman

General obesity

General yolov8

General sdsd

General titanic

General emoji

Task covid- diagnosis

General imporoving logistics and optimizing routing

General triathlon

General data version control

General seaborg

Task pedestrian attribute recognition

General coding

General microcontroller

General trip

General dataframe

Task biomedical information retrieval

General marketing

General annotation

General precious stones

General modern portfolio theory

Task meta-learning

General reviewer recommendation

General wav

General interpretability

General captioning

General data review

General dagsub

General chest cancer

General minecraft shapes

General ditmodel

General minecraft blocks

General oci

General pickle

General datellite imagery

General digital pathology

General production optimization

General liberia

General seaborn

General fauna

Task remote sensing image classification

General kagle

General corpus

General animals

General vaccine

Task document layout analysis

General bark voice clone

General giskard

General kyc

General car service

General pytest

Task salient object detection

General preverified

General naive bayes

General notes

Task learning-to-rank

General shopping

General smiles

General notebook

General snails

General mosquito

Task face verification

General book

General unit testing

General churn

General pytorch2

General contrastive loss

General javaml

General images

General explainable ai

General vessel segmentation

General skimage

General naive-bayes

General xyz analysis

Task sentence embeddings

General webapps

General new upcoming data science projects for 2020

General game

General art generation

General sql

General vscode

General accidents

General skeleton

Task table detection

General patientss

General neural search

General inventory turnover

Task network embedding

Task multi-task learning

General eye

General short

General product webscraping on food systesms

General credit card risk

General 2023 data science collection repo

General representation learning

Task news classification

General pil

General flood prediction

General fashion images

General edema

General dynamic time warpping

General man is nervous

General seagrass

General exercise videos

General project

General documents

General singapore

General video-object-segmentatino

Framework jax

Task answer selection

Task image-to-image translation

General optimization

General semantic search

General gru

General torchdata

General sdw

General lstm

General hyperspectral imaging

General image complexity

General azure

General tasks

General manipu

General tim ho

General insurance

Task fine-grained image classification

General ec2

General africa

Task face reenactment

General defaulter

General albumentations

Task sentence classification

Task generalized zero-shot learning

General agents

General disease classification

General wdl

General voice enabled

General ecr

General duckdb

General insect

General soup

Task dimensionality reduction

General speech

General ai voice cloning

Framework langchain

General http traffic data

General computing

Task visual tracking

Task video-based person re-identification

Task homography estimation

Task audio tagging

Task cross-modal retrieval

Task unsupervised facial landmark detection

General newreposistory for to learning - how dagshub works

Task table-to-text generation

Task conditional image generation

Task robust object detection

Task event extraction

Task multiple object tracking

Task keypoint detection

Task image/document clustering

Task human robot interaction

Task document classification

Task weakly-supervised semantic segmentation

Task scene understanding

Task task-oriented dialogue systems

Task deepfake detection

Task document summarization

Task acoustic scene classification

Task face presentation attack detection

Task text style transfer

Task intent classification

Task image cropping

Task binarization

Task traffic sign recognition

Data Domain point cloud

Task weakly-supervised named entity recognition

Task object tracking

Task aspect-based sentiment analysis

Task video prediction

Task handwriting generation

Task depth completion

Task lesion segmentation

Task topic models

Task dialogue generation

Task depression detection

Task rgb salient object detection

Task tokenization

Task slot filling

Task optical flow estimation

Task music source separation

Task scientific results extraction

Task action classification

Task opinion mining

Task action anticipation

Task multi-object tracking

Task decision making

Task autonomous navigation

Task density estimation

Task 3d object recognition

Task jpeg artifact correction

Task video segmentation

Task music modeling

Task stance detection

Task disparity estimation

Task self-supervised learning

Task community detection

Task node classification

Task facial landmark detection

Task optical character recognition

Task computed tomography (ct)

Task contrastive learning

Task hand pose estimation

Task event-based vision

Task 3d semantic segmentation

Task video summarization

Task egocentric activity recognition

Task 3d face animation

Task dense video captioning

Task novel view synthesis

Task bayesian inference

Task feature selection

Task image stitching

Task 3d shape reconstruction

Task morphological analysis

Task trajectory forecasting

Task patch matching

Task music transcription

Task visual reasoning

Task temporal action localization

Task cross-lingual question answering

Task constituency parsing

Task weakly supervised object detection

Task lane detection

Task structure from motion

Task multimodal unsupervised image-to-image translation

Task referring expression segmentation

Task abstractive text summarization

Task 3d action recognition

Task long-tail learning

Task program repair

Task color image denoising

Task code generation

Task visual dialog

Task online multi-object tracking

Task scene text

Task small data image classification

Task conversational response selection

Task change point detection

Task hate speech detection

Task clique prediction

Task trajectory prediction

Task latent variable models

Task semantic similarity

Task multimodal activity recognition

Task vision and language navigation

Task human detection

Task probabilistic deep learning

Task action recognition in videos

Task scene graph detection

Task graph matching

Task 3d multi-person pose estimation

Task image registration

Task offline rl

Task unsupervised machine translation

Task few-shot image classification

Task 3d reconstruction

Task dictionary learning

Task stereo matching hand

Task human action generation

Task eye tracking

Task discourse parsing

Task video generation

Task interactive segmentation

Task paraphrase identification

Task whole slide images

Task 3d hand pose estimation

Task speaker diarization

Task defect detection

Task bias detection

Task kg-to-text generation

Task scene text recognition

Task semantic parsing

Task misinformation

Task abnormal event detection in video

Task general reinforcement learning

Task stochastic optimization

Task action localization

Task grasp contact prediction

Task relation classification

Task entity disambiguation

Task adversarial attack

Task video inpainting

Task fine-grained visual recognition

Task person re-identification

Task color constancy

Task monocular depth estimation

Task product recommendation

Task knowledge graph completion

Task image matting

Task starcraft

Task joint entity and relation extraction

Task graph generation

Task monocular 3d object detection

Task object localization

Task scene generation

Task code search

Task dialogue understanding

Task scene segmentation

Task curriculum learning

Task simultaneous localization and mapping

Task self-supervised action recognition

Task abusive language

Task video salient object detection

Task structured prediction

Task chunking

Task 3d human reconstruction

Framework tf lite

Task text simplification

Task 3d point cloud classification

Task goal-oriented dialog

Task dialogue state tracking

Task lexical entailment

Task emotion recognition

Task eeg

Task image restoration

Task action segmentation

Task image clustering

Task visual localization

Task incremental learning

Task gaze estimation

Task gaussian processes

Task unsupervised video object segmentation

Task abuse detection

Task variational inference

Task video question answering

Integration s3 compatible storage

Task compressive sensing

Task dependency parsing

Task boundary detection

Task motion capture

Task motion estimation

Task age estimation

Task adversarial defense

Task node clustering

Task imputation

Task semantic correspondence

Task 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 entity linking

Task metric learning

Task hyperspectral image classification

Task head pose estimation

Task zero-shot learning

Task motion segmentation

Task emotion recognition in conversation

Task ssim

Task real-time semantic segmentation

Task spoken language understanding

Task math word problem solving

Task saliency detection

Task mathematical question answering

Task 3d absolute human pose estimation

Task visual object tracking

Task video frame interpolation

Task visual navigation

Task knowledge graphs

Task 3d multi-object tracking

Task genre classification

Task stereo matching

Task 3d object tracking

Task partial domain adaptation

Task sign language recognition

Task super-resolution

Task continuous control

Task 3d pose estimation using rgb

Task multi-person pose estimation

Task multivariate time series forecasting

Task robot navigation

Task low-light image enhancement

Task video retrieval

Task audio generation

Task video recognition

Task video understanding

Task region proposal

Task fact verification

Task 3d shape representation

Task common sense reasoning

Task continual learning

Task image super-resolution

Task keyword extraction

Task graph classification

Task real-time strategy games

Task graph embedding

Task video description

Task fact checking

Task multi-future trajectory prediction

Task compositional zero-shot learning

Task automated theorem proving

Task natural language inference

Task relational reasoning

Task language identification

Task coreference resolution

Task lipreading

Task action unit detection

Task feature importance

Task robotic grasping

Task grammatical error correction

Task image denoising

Task self-driving cars

Integration gitlab

Task click-through rate prediction

Task image inpainting

Task speech synthesis

Task line segment detection

Task anomaly detection in surveillance videos

Task one-shot learning

Task sketch-based image retrieval

Task multi-class classification

Task imitation learning

Task question generation

Task fairness

Task graph regression

Task weakly supervised action localization

Task multimodal machine translation

Task word sense disambiguation

Task video super-resolution

Task multiple instance learning

Task data-to-text generation

Task sentence embedding

Task 3d instance segmentation

Task face swapping

Task vehicle re-identification

Task multimodal sentiment analysis

Task virtual try-on

Task scene classification

Task atari games

Task paraphrase generation

Task synthetic-to-real translation

Task network pruning

Task activity detection

Task graph representation learning

Task unsupervised object segmentation

Task chinese named entity recognition

Task retinal vessel segmentation

Task sound event detection

Integration new relic

Task automatic post-editing

Task facial expression recognition

Task quantization

Task point cloud registration

Task unsupervised domain adaptation

Task entity typing

Task transliteration

Task emotion classification

Task single image dehazing

Task graph clustering

Task human-object interaction detection

Task video object detection

Task video classification

Task human part segmentation

Task chinese reading comprehension

Task motion prediction

Task image dehazing

Task relation extraction

Task action spotting

Task causal inference

Task scene recognition

Task community question answering

Task instance segmentation

Task video semantic segmentation

Task text-to-sql

Task nested named entity recognition

Task handwriting recognition

Integration google cloud storage

Task animal pose estimation

Task part-of-speech tagging

Task unsupervised image classification

Task image quality assessment

Task cross-lingual transfer

Task passage retrieval

Task multi-document summarization

Task saliency prediction

Task fine-grained visual categorization

Task fake news detection

Task semi-supervised video object segmentation

Task hand segmentation

Task rectification

Task image retrieval

Task skeleton based action recognition

Task face alignment

Framework spacy

Task cross-lingual ner

Task video reconstruction

Task visual odometry

Task 3d object detection

Task image enhancement

Task outlier detection

Task source code summarization

Task action detection

Task colorectal polyps characterization

Task intent detection

Task core set discovery

Task lesion classification

Task face anti-spoofing

Task 3d pose estimation using rgbd

Task multi-label classification

Task knowledge base question answering

Task action quality assessment

Task crowd counting

Task sarcasm detection

Task speech separation

Task scene text detection

Task multi-agent reinforcement learning

Task semantic textual similarity

Task weather forecasting

Task unsupervised anomaly detection

Task dense pixel correspondence estimation

Task keyword spotting

Task image compression

Task video captioning

Task matrix completion

Task open-domain question answering

Task out-of-distribution detection

Task sign language translation

Task vision-language navigation

Task semantic role labeling

Task tumor segmentation

Task action recognition

Task document ranking

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2-Debugging-ML-Models

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real world audit

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Postscript: Real world applications of classic machine learning

In this section of the curriculum, you will be introduced to some real-world applications of classical ML. We have scoured the internet to find whitepapers and articles about applications that have used these strategies, avoiding neural networks, deep learning and AI as much as possible. Learn about how ML is used in business systems, ecological applications, finance, arts and culture, and more.

Photo by Alexis Fauvet on Unsplash

Lesson

Credits

"Real-World Applications" was written by a team of folks, including Jen Looper and Ornella Altunyan.

"Model Debugging in Machine Learning using Responsible AI dashboard components" was written by Ruth Yakubu

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