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400 million Search Results -Predict Contextual Ad Clicks
H2O.ai is an open source machine learning platform used for predictive analytics and data science. The document discusses H2O.ai's products and algorithms for machine learning tasks like click prediction. It provides an overview of the company, executives and advisors, and the platform's features like its open source APIs for R and Python, Spark integration, and cutting-edge machine learning algorithms like deep learning and gradient boosted machines. An example use case is presented on using H2O.ai to build a click prediction model from a Kaggle competition dataset.
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400 million Search Results -Predict Contextual Ad Clicks
- 1. H2O.ai Machine Intelligence Meetup Hostedby 6Sense, 9/17/2015 Using H2O GBM for Ad Click Prediction
- 2. H2O.ai Machine Intelligence Company Overview Company Product •Team: 35. Founded in 2012, Mountain View, CA • Stanford Math & Systems Engineers • FULLY Open Source Leader in Machine & Deep learning • Ease of Use and Smarter Applications • FULLY Open Source API’s R, Python, Spark & Hadoop • Expanding Predictions to Mass Analyst markets
- 3. H2O.ai Machine Intelligence Executive Team Boardof Directors Jishnu Bhattacharjee // Nexus Ventures Ash Bhardwaj // Flextronics Scientific Advisory Council Trevor Hastie Stephen Boyd Rob Tibshirani Sri Satish Ambati CEO & Co-founder DataStax Cliff Click CTO & Co-founder Sun, Java Hotspot Tom Kraljevic VP of Engineering Abrizio, Intel
- 4. H2O.ai Machine Intelligence Product Overview •Open Source • R and Python APIs, Web UI • Sparkling Water • Flow interface • Cutting-edge algorithms • Smarter applications
- 5. H2O.ai Machine Intelligence Product Overview SpeedMatters! No Sampling Interactive UI Cutting-Edge Algos • Time is valuable • In-memory is faster • Intelligence as a service • High speed AND accuracy • Scale to big data • Access data links • Use all data without sampling • Online modeling with H2O Flow • Model comparison • Suite of cutting-edge algorithms • Deep Learning • NanoFast Scoring Engine
- 6. H2O.ai Machine Intelligence Use Case:Click Prediction Kaggle Contest • Overview • Data
- 7. H2O.ai Machine Intelligence Use Case:Click Prediction
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- 10. H2O.ai Machine Intelligence Aggregations inH2O • Group By o Conditional aggregations o Count records by User o Sum clicks by query • Merge o Join the results of a group by, for example, to another data frame by a key o E.g. merge record count by user back into training frame
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- 13. H2O.ai Machine Intelligence Recipe forMore Features From overview by winner: PDF