Machine Learning And Artificial Intelligence Challenges in 2018

Host Challenge Name URL Prize Deadline
Visual Geometry Group Visual Domain Decathlon Challenge http://www.robots.ox.ac.uk/~vgg/decathlon/
Driven Data Concept to Clinic https://concepttoclinic.drivendata.org/ 100000 Early 2018
Driven Data Predicting Poverty https://www.drivendata.org/competitions/50/worldbank-poverty-prediction/ 15000 28 Februari 2018
Kaggle Mercari Price Suggestion Challenge https://www.kaggle.com/c/mercari-price-suggestion-challenge 100000
Kaggle Toxic Comment Classification Challenge https://www.kaggle.com/c/jigsaw-toxic-comment-classification-challenge 35000 20 Februari 2018
Kaggle Nomad2018 Predicting Transparent Conductors https://www.kaggle.com/c/nomad2018-predict-transparent-conductors EUR 5000
Kaggle Statoil/C-CORE Iceberg Classifier Challenge https://www.kaggle.com/c/statoil-iceberg-classifier-challenge 50000 23 Januari 2018
Kaggle TensorFlow Speech Recognition Challenge https://www.kaggle.com/c/tensorflow-speech-recognition-challenge 25000 16 Januari 2018
Crowd AI WWW 2018 Challenge: Learning to Recognize Musical Genre https://www.crowdai.org/challenges/www-2018-challenge-learning-to-recognize-musical-genre
Crowd AI AI-generated music challenge https://www.crowdai.org/challenges/ai-generated-music-challenge
Crowdanalytix Business Analytics for Beginners Using R – Part I https://www.crowdanalytix.com/contests/business-analytics-for-beginners-using-r—part-i
https://community.topcoder.com/longcontest/?module=ViewProblemStatement&rd=17036&pm=14735
Innocentive Machine Tagging Challenge https://www.innocentive.com/ar/challenge/9934063
Innocentive PET Imaging Probes for Visualization and Quantification of Oligonucleotide Exposure https://www.innocentive.com/ar/challenge/9934086
Topcoder Computer Vision – Duplicated Receipts Detector – Improvement of The Initial PoC https://www.topcoder.com/challenges/30061112/?type=develop
Topcoder Road Detector https://community.topcoder.com/longcontest/?module=ViewProblemStatement&rd=17036&pm=14735
https://community.topcoder.com/longcontest/?module=ViewStandings&rd=17036
Hackerrank Correlation and Regression Lines – A Quick Recap #1 https://www.hackerrank.com/challenges/correlation-and-regression-lines-6/problem
DataScience Power Consumption Forecasts https://www.datascience.net/fr/challenge/32/details
Analytics Vidhya Data Science Interview Preparation Test https://datahack.analyticsvidhya.com/contest/data-science-interview-preparation-test/
Quora Quora Challenges https://www.quora.com/challenges
Coda Lab LiTS – Liver Tumor Segmentation Challenge https://competitions.codalab.org/competitions/17094
Microsoft et al MS COCO http://cocodataset.org/
Kaggle & IEEE IEEE Signal Processing Cup https://signalprocessingsociety.org/get-involved/signal-processing-cup
Kaggle & Google Google Landmark Retrieval Challenge https://www.kaggle.com/c/landmark-retrieval-challenge
Kaggle & Google Google Landmark Recognition Challenge https://www.kaggle.com/c/landmark-recognition-challenge
Kaggle Humpback Whale Identification Challenge https://www.kaggle.com/c/whale-categorization-playground
Kaggle Digit Recognizer https://www.kaggle.com/c/digit-recognizer
Crowd AI AI-generated music challenge https://www.crowdai.org/challenges/ai-generated-music-challenge
Crowd AI Mapping Challenge https://www.crowdai.org/challenges/mapping-challenge
RTE Winter electricity demand forecast – a deterministic approach [Part 1] https://www.datascience.net/fr/challenge/33/details
RTE Winter electricity demand forecast – a probabilistic approach [Part 2] https://www.datascience.net/fr/challenge/34/details
Coda Lab Shallow Globe https://competitions.codalab.org/competitions/18113
Coda Lab AutoML2018 challenge PAKDD2018 https://competitions.codalab.org/competitions/17767
 Driven Data Power Laws: Forecasting Energy Consumption https://www.drivendata.org/competitions/51/electricity-prediction-machine-learning/
 Driven Data  Power Laws: Detecting Anomalies in Usage https://www.drivendata.org/competitions/52/anomaly-detection-electricity/
 Driven Data Power Laws: Optimizing Demand-side Strategies https://www.drivendata.org/competitions/53/optimize-photovoltaic-battery/
 Kaggle Dog Breed Identification https://www.kaggle.com/c/dog-breed-identification
Robust Vision Challlenge http://www.robustvision.net/
KITTI Vision Benchmark Suite http://www.cvlibs.net/datasets/kitti/
Clickbait Challenge http://www.clickbait-challenge.org/
Coda Lab Example-based Single-Image Super-Resolution Challenge https://competitions.codalab.org/competitions/18025
Hackerearth various challenges https://www.hackerearth.com/challenges/
Challenge Data https://challengedata.ens.fr/en/season/4/challenge_data_2018.html
Crowdanalytix Identifying Superheroes from Product Images https://www.crowdanalytix.com/contests/identifying-superheroes-from-product-images
Kaggle iMaterialist Challenge (Furniture) at FGVC5 https://www.kaggle.com/c/imaterialist-challenge-furniture-2018
Kaggle TalkingData AdTracking Fraud Detection Challenge https://www.kaggle.com/c/talkingdata-adtracking-fraud-detection
Kaggle DonorsChoose.org Application Screening https://www.kaggle.com/c/donorschoose-application-screening
Kaggle Plant Seedlings Classification https://www.kaggle.com/c/plant-seedlings-classification
Kaggle iNaturalist Challenge at FGVC5 https://www.kaggle.com/c/inaturalist-2018
CrowdAI / EPFL AI-generated music challenge https://www.crowdai.org/challenges/ai-generated-music-challenge
CrowdAI Mapping Challenge https://www.crowdai.org/challenges/mapping-challenge
CrowdAI – CLEF LifeCLEF 2018 Expert https://www.crowdai.org/challenges/lifeclef-2018-expert
CrowdAI / CLEF LifeCLEF 2018 Geo – Location Based Species Recommendation https://www.crowdai.org/challenges/lifeclef-2018-geo
CrowdAI / CLEF ImageCLEF 2018 Tuberculosis – Severity scoring https://www.crowdai.org/challenges/imageclef-2018-tuberculosis-severity-scoring
a https://www.crowdai.org/challenges/imageclef-2018-tuberculosis-tbt-classification
a https://www.crowdai.org/challenges/imageclef-2018-caption-concept-detection
a https://www.crowdai.org/challenges/imageclef-2018-vqa-med
a https://www.crowdai.org/challenges/imageclef-2018-caption-caption-prediction
Alibaba Cloud & Met Office
Future Challenge
Helping Balloons Navigate the Weather
https://tianchi.aliyun.com/competition/introduction.htm?raceId=231622&_lang=en_US
ICPR2018 ICPR MTWI 2018 CHALLENGE 3: End to End Text Detection and Recognition of Web Images https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.5624d780ALjPWJ&raceId=231652
ICPR2018 ICPR MTWI 2018 CHALLENGE 2: Text Detection of Web Images https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.5624d780ALjPWJ&raceId=231651
ICPR2018 ICPR MTWI 2018 CHALLENGE 1: Text Recognition of Web Images https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.5624d780ALjPWJ&raceId=231650
Alibaba FashionAI Global Challenge 2018—Attributes Recognition of Apparel https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.5624d780ALjPWJ&raceId=231649
CAINIAO CAINIAO MSOM data-driven research competition https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.5624d780ALjPWJ&raceId=231623
Tianchi Sina Weibo Interaction-prediction-Challenge the Baseline https://tianchi.aliyun.com/getStart/introduction.htm?spm=5176.100066.0.0.56ecd780V1l8Q4&raceId=231574
IJCAI-18 IJCAI-18 Alimama Sponsored Search Conversion Rate(CVR) Prediction Contest https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.56ecd780V1l8Q4&raceId=231647
Tian Chi FashionAI Global Challenge—Key Points Detection of Apparel https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.56ecd780V1l8Q4&raceId=231648
Tianchi Clothes Matching Challenge
 on Taobao.com-Challenge the Baseline https://tianchi.aliyun.com/getStart/introduction.htm?spm=5176.100066.0.0.56ecd780V1l8Q4&raceId=231575
DCASE Acoustic scene classification http://dcase.community/challenge2018/task-acoustic-scene-classification
DCASE General Purpose audio tagging of Freesound content with AudioSet labels http://dcase.community/challenge2018/task-general-purpose-audio-tagging   and https://www.kaggle.com/c/freesound-audio-tagging
DCASE Bird audio detection http://dcase.community/challenge2018/task-bird-audio-detection
DCASE Large-scale weakly labeled semi-supervised sound event detection in domestic environments http://dcase.community/challenge2018/task-large-scale-weakly-labeled-semi-supervised-sound-event-detection
DCASE Monitoring of domestic activities on multi-channel acoustics http://dcase.community/challenge2018/task-monitoring-domestic-activities
Agorize Smart City Innovation Award https://www.agorize.com/en/challenges/le-monde-smart-cities-2018-world
Open AI Open AI Retro Contest https://contest.openai.com/
IEEE Rebooting Computing Low-Power Image Recognition Challenge (LPIRC 2018) https://rebootingcomputing.ieee.org/lpirc
VIST-NAACL-2018 Visual Storytelling Challenge (NAACL 2018)  https://evalai.cloudcv.org/web/challenges/challenge-page/76/overview
Automatic Visual Advertisements VQA – CVPR2018 Automatic Understanding of Visual Advertisements https://evalai.cloudcv.org/web/challenges/challenge-page/86/overview
z VQA Challenge 2018 https://evalai.cloudcv.org/web/challenges/challenge-page/80/overview
z Leaf Segmentation Challenge https://competitions.codalab.org/competitions/18405
z DeepGlobe Land Cover Classification Challenge https://competitions.codalab.org/competitions/18468
z Chalearn LAP Inpainting Competition Track 2 – Video decaptioning https://competitions.codalab.org/competitions/18421
z Chalearn LAP Inpainting Competition Track 3 – Fingerprint Denoising and Inpainting https://competitions.codalab.org/competitions/18426
z Chalearn LAP Inpainting Competition Track 1 – Inpainting of still images https://competitions.codalab.org/competitions/18423
Kaggle / Google Open Images Challenge 2018 https://storage.googleapis.com/openimages/web/challenge.html
Principal Financial Group IEEE Investment Ranking Challenge https://www.crowdai.org/challenges/ieee-investment-ranking-challenge
z x t y
Stanford ML Group
Bone X-Ray Deep Learning Competition
https://stanfordmlgroup.github.io/competitions/mura/ t y
Berkeley
WAD 2018 Challenges
http://bdd-data.berkeley.edu/wad-2018.html t y
Hackerearth
Deep Learning Beginner Challenge
https://www.hackerearth.com/challenge/competitive/deep-learning-beginner-challenge/ y
x
x t y
x
x
z t y
x
x
z t y
Alibaba
Alibaba Global Scheduling Algorithm Competition
https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.5f1cd780HajDHE&raceId=231663 t y
IEEE ICDM 2018
IEEE ICDM 2018 Global A.I. Challenge on MeteorologyCatch Rain If You Can
https://tianchi.aliyun.com/competition/introduction.htm?spm=5176.100066.0.0.47cbd780fgnIJX&raceId=231662 t y

 

Instalasi Eval AI di Ubuntu 17.10

Artikel ini adalah adaptasi dari prosedur instalasi di https://github.com/Cloud-CV/EvalAI

 

apt-get install openssh-server
apt-get install net-tools

Instalasi software dependencies:

apt-get install python2.7
apt-get install git
apt-get install postgresql

# Success. You can now start the database server using:
# /usr/lib/postgresql/9.6/bin/pg_ctl -D /var/lib/postgresql/9.6/main -l logfile start

apt-get install rabbitmq-server
apt-get install virtualenv
apt-get install python-psycopg2 (thanks to https://stackoverflow.com/questions/28253681/you-need-to-install-postgresql-server-dev-x-y-for-building-a-server-side-extensi)
apt-get install libpq-dev
apt-get install python-dev
apt-get install build-essential

# clone the EvalAI code

git clone https://github.com/Cloud-CV/EvalAI.git evalai

# Create a python virtual environment and install python dependencies.

cd evalai
virtualenv venv
source venv/bin/activate # run this command everytime before working on project
pip install -r requirements/dev.txt

Proses sampai tahap ini berhasil, selanjutnya masih perlu diujicoba:

cp settings/dev.sample.py settings/dev.py

Use your postgres username and password for fields USER and PASSWORD in dev.py file.

Create an empty postgres database and run database migration.

sudo -i -u (username)
createdb evalai
python manage.py migrate –settings=settings.dev

Seed the database with some fake data to work with.

python manage.py seed –settings=settings.dev

This command also creates a superuser(admin), a host user and a participant user with following credentials.

SUPERUSER- username: admin password: password
HOST USER- username: host password: password
PARTICIPANT USER- username: participant password: password

That’s it. Now you can run development server at http://127.0.0.1:8000 (for serving backend)

python manage.py runserver –settings=settings.dev

Open a new terminal window with node(6.9.2) and ruby(gem) installed on your machine and type

npm install

Install bower(1.8.0) globally by running:

npm install -g bower

Now install the bower dependencies by running:

bower install

If you running npm install behind a proxy server, use

npm config set proxy http://proxy:port

Now to connect to dev server at http://127.0.0.1:8888 (for serving frontend)

gulp dev:runserver

That’s it, Open web browser and hit the url http://127.0.0.1:8888.

(Optional) If you want to see the whole game into play, then start the RabbitMQ worker in a new terminal window using the following command that consumes the submissions done for every challenge:

python scripts/workers/submission_worker.py