A list of curated case studies in the field of AI and ML.
AIML@Google
Explore - Identifying Exoplanets with Neural Networks -https://blog.tensorflow.org/2019/11/identifying-exoplanets-with-neural.html
Health - Detecting hidden signs of anemia from the eye - https://blog.google/technology/health/anemia-detection-retina/
Earth - Using AI to find where the wild things are - https://blog.google/products/earth/ai-finds-where-the-wild-things-are/
AIML@Netflix
Streaming Quality- Using Machine Learning to Improve Streaming Quality at Netflix - https://netflixtechblog.com/using-machine-learning-to-improve-streaming-quality-at-netflix-9651263ef09f
AIML@Airbnb
Travel Optimization - Utilizing Machine Learning to Optimize Travel https://digital.hbs.edu/platform-rctom/submission/airbnb-utilizing-machine-learning-to-optimize-travel/
Search Rankings - Machine Learning-Powered Search Ranking of Airbnb Experiences https://medium.com/airbnb-engineering/machine-learning-powered-search-ranking-of-airbnb-experiences-110b4b1a0789
Booking Conversions - Increase Booking conversions by better Host and Guest Matching https://medium.com/airbnb-engineering/how-airbnb-uses-machine-learning-to-detect-host-preferences-18ce07150fa3
AIML@ Amazon
Product Recommendation - The history of Amazon's recommendation algorithm https://www.amazon.science/the-history-of-amazons-recommendation-algorithm
Search and Information retrieval - Using ML to improve online product discovery. https://www.amazon.science/blog/why-do-you-want-that-and-whos-it-for https://www.amazon.science/how-amazon-fellow-inderjit-dhillon-is-improving-shopping-discovery-on-amazon
AIML@ Booking.Com
ML in production - The booking.com approach https://booking.ai/https-booking-ai-machine-learning-production-3ee8fe943c70
A Full-scale neural machine translation in production: the Booking.com use case https://booking.ai/toward-a-full-scale-neural-machine-translation-in-production-the-booking-com-use-case-4ee47da0a562
Learning to Match - Guest and Accommodation providers https://booking.ai/learning-to-match-37c11270c4f4
AIML@Grammerly
Using AI for Flawless Writing - https://www.grammarly.com/blog/how-grammarly-uses-ai/
Using AI to detect the tone and tenor of your writing - https://venturebeat.com/2019/09/24/grammarly-uses-ai-to-detect-the-tone-and-tenor-of-your-writing/
AIML@Instagram
Explore recommender system - https://ai.facebook.com/blog/powered-by-ai-instagrams-explore-recommender-system/
AIML@LInkedin
Scaling Machine Learning Productivity - https://engineering.linkedin.com/blog/2019/01/scaling-machine-learning-productivity-at-linkedin
Detecting and Preventing Abuse on LinkedIn - https://engineering.linkedin.com/blog/2019/isolation-forest
Detecting and removing inappropriate profiles - https://engineering.linkedin.com/blog/2020/keeping-linkedin-professional
AIML@InstaCart
Experiments and multivariate regression -https://tech.instacart.com/it-all-depends-4bb7b22e854b
Building A Data Science Product in 10 Days - https://tech.instacart.com/building-a-data-science-product-in-10-days-d2f4688567b0
Modeling the unseen - https://tech.instacart.com/modeling-the-unseen-6a51c9a02430
AIML@Domino
Predicting Social-Media Influence in the NBA - https://blog.dominodatalab.com/techniques-for-collecting-prepping-and-plotting-data-predicting-social-media-influence-in-the-nba/
Exploring US Real Estate Values with Python - https://blog.dominodatalab.com/exploring-us-real-estate-values-with-python/
Towards Predictive Accuracy: Tuning Hyperparameters and Pipelines -https://blog.dominodatalab.com/towards-predictive-accuracy-tuning-hyperparameters-and-pipelines/