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Strata Data Conference 2018 - New York, NY

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The Missing PieceCassie Kozyrkov02m
Main claim: machine learning projects fail less from bad models and more from missing decision frameworks and domain wisdom, based on lessons learned at…
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The Future of Data WarehousingAnupam Singh, Brian Coyne05m
Shows a reference architecture that pairs real-time streaming ingestion with columnar analytical storage and explains which pieces are responsible for scale…
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Power a Better FutureDrew Paroski12m
Claims a return to SQL with a distributed, in-memory, horizontally scalable database and shows a production migration where mem sequel replaces Elasticsearch…
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The Answer to Life, the Universe, and EverythingTed Dunning08m
Claims that only ~15% of big-data projects reach production (Gartner) versus many teams hitting near 100% readiness by building repeatable platforms. Shows…
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Black Box: How AI will Amplify the Best and Worst of HumanityJacob Ward04m
A hospital deploys a machine learning model from Epic that scores cardiac patients with probabilities derived from past records — examples like 87% or 79% are…
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Sound Design and the Future of ExperienceAmber Case03m
Argues that improving sound requires hardware and composition not just UX buzzwords, recommending sawtooth wave over cheap square waves and higher bandwidth…
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Practical ML Today and TomorrowHilary Mason04m
Machine learning and artificial intelligence are exciting technologies, but real value comes from marrying those capabilities with the right business problems…
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Brain-based Human-machine InterfacesAmanda Pustilnik02m
Factories in China already place EEG sensors in helmets to flag boredom, anger or frustration and similar devices aim at pain or lie detection and even…
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Quantifying ForgivenessJulia Angwin04m
Investigation uses 30 million quotes and official zip‑code payout data from four states to test whether premiums track true accident cost. Finding: premiums…
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The Data ImperativeBen Sharma07m
Argues that data loss is existential — cites 90% of Brazil's National Museum destroyed and frames corporate decline with S&P 500 lifespan 22 years — and…
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Smarter Cities through GeotabChad W. Jennings07m
Geotab ingests dense telematics (a US point cloud from one day of location data, plus velocity and acceleration from UPS trucks) into BigQuery and trains…
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Strata Attendee Testimonial03m
Calls Strata the CES of data and lists concrete takeaways: last year had a streaming focus, this year shifts to applications and machine learning, speakers are…
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Automation of decisions to augment efficiency in the enterpriseAmr Awadallah10m
Claims concrete wins: Cloudera customers use ML to cut 400,000 lawyer hours via JP Morgan COIN that reviews contracts in ~10 minutes, and Commonwealth Bank…
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Decoding Regulations Using Machine LearningDinesh Nirmal05m
Regulatory text piles up — 81,000 pages since 2015 — and comes as messy PDFs, tables and flowcharts; IBM Emilia is pre-trained on federal, state and local regs…
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Using machine learning to infuse data operationsMadhu Kochar08m
IBM describes a pipeline that uses metadata‑based machine learning to automate data discovery and classification, deployable as part of an analytics stack with…
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ML and AI systems will make mistakesKimberly Nevala09m
Message: AI systems—even top models with great data—will make mistakes, so organizations must quantify error, set tolerance and guardrails, and design human…
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Breaking down the buzzwords to get value from AI, ML, and deep learningIan Swanson04m
Company-built platform started nearly five years ago gets acquired by Oracle in May 2018 and is now positioned to put models into production for enterprise…
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Combining algorithms and quality data to build better AI platformsMa Ziya13m
Argues that better data and tighter AI–analytics integration beat marginal algorithm gains, and shows a working stack: BigDL running on Spark and Hadoop with…
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Technical convergence in enterprise database softwareRick Negrin05m
Company claims that MemSQL 6.5 consolidates transactional, analytical and search workloads into one in‑memory SQL database, adds pipelines for faster ingest…
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Open source is allowing companies access powerful softwareDoug Cutting07m
Subscribe to O'Reilly on YouTube: http://goo.gl/n3QSYi Follow O'Reilly on: Twitter: http://twitter.com/oreillymedia Facebook…
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AI and ML are changing traditional businessDhritiman Dasgupta05m
Argues that data centers and cloud persist but their role shifts toward where compute and learning must live — often at the edge because cameras and sensors…
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The power of "The Age of With"Rohit Balasubramanian08m
Argues that the Age of With means humans plus technology cooperate, not replace; shows concrete toolset: cloud‑centric platforms, modernized architectures…
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Automating cognitive tasks to increase business valueAshish Verma09m
Claims that data footprints double every 8–12 months and that automating data engineering can handle 30–40% automated data engineering of pipeline work…
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