LSM-2 was trained on: 40M hours of data
60,000 participants
Fitbit + Pixel Watch data
Collected over 3 months in 2024 Completely anonymized.
All consented.
Tracked activity, heart rate, and self-reported health.
DATA
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LSM-2 model trained on 40 million hours of health data
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AIM technique for training models on incomplete data
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Instead of treating missing data like a bug… AIM treats it like a feature. Because in real life, data is always missing. AIM trains the model to: • reconstruct gaps
• adapt to any fragmentation
• and learn richer representations -
The Data Quality Challenge in Wearable AI Models
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The problem? Every existing AI model assumes clean, complete data. But in 1.6 million full-day recordings, 0% were missing-free. This is a giant blindspot in wearable AI.
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Top 12 Database Types to Monitor in 2025
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Top 12 types of databases to keep on your radar in 2025!#database #technology @lexfridman @KirkDBorne @Ronald_vanLoon @erikbryn @antgrasso @sallyeaves @Nicochan33 @HaroldSinnott @mvollmer1 @marcusborba @CatherineAdenle @vinod1975 @YuHelenYu @ingliguori @fogoros @ylecun… pic.twitter.com/bLuWJyOCd8
— Amitav Bhattacharjee (@bamitav) 23 juillet 2025Top 12 types of databases to keep on your radar in 2025! #database #technology @lexfridman @KirkDBorne @Ronald_vanLoon @erikbryn @antgrasso @sallyeaves @Nicochan33 @HaroldSinnott @mvollmer1 @marcusborba @CatherineAdenle @vinod1975 @YuHelenYu @ingliguori @fogoros @ylecun
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5G Innovation Lab Transforms MLB All-Star Game and Healthcare
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From fast pitch calls to automated strike zones, @TMobileBusiness this is rapidly evolving the #MLB All-Star Game into a live 5G innovation lab! And I love how the impact goes far beyond baseball: Real-time data in smart hospitals Precision control in Industry 4.0
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E-commerce Automation Platform with AI-Powered Outreach Tools
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7. E-commerce & Outreach Automation
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 23 juillet 2025
• Shopify listings from CSVs
• Track inventory changes
• Personalize cold emails from lead lists
• Analyze YouTube for content gaps
• Market sentiment bots with daily briefs
All in one calendar. One flow. pic.twitter.com/MY4XxUq8z57. E-commerce & Outreach Automation • Shopify listings from CSVs
• Track inventory changes
• Personalize cold emails from lead lists
• Analyze YouTube for content gaps
• Market sentiment bots with daily briefs All in one calendar. One flow. -
DeepAgent: Automated Research Pipeline for Content Creation
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6. Research Pipelines That Write for You
— Futurepedia – Learn to Leverage AI (@futurepedia_io) 23 juillet 2025
Point DeepAgent at a blog.
It:
• Scrapes new posts
• Filters top 10
• Summarizes into a polished brief
• Schedules delivery
Run daily, weekly, hourly. Send output to LinkedIn, dashboards, even storage. pic.twitter.com/8IVMZtobHT6. Research Pipelines That Write for You
Point DeepAgent at a blog. It:
• Scrapes new posts
• Filters top 10
• Summarizes into a polished brief
• Schedules delivery Run daily, weekly, hourly. Send output to LinkedIn, dashboards, even storage. -
Building Agentic RAG Applications Training Session
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1-hour training session from @SingleStoreDB — Building Agentic RAG Applications
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Recommended Book on Data Science and Machine Learning Fundamentals
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Great book! >>> "Becoming a Data Head: How to Think, Speak, and Understand #DataScience, #Statistics, and #MachineLearning" at http://
amzn.to/3uwMfwR by @GutmanDataHead & @JLOOKUP_ —————
#Analytics #DataScientist #AI #ML #DataLiteracy #DeepLearning #NeuralNetworks #DataFluency -
PANDAS Cookbook: Practical Recipes for Scientific Computing and Data Analysis
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PANDAS Cookbook — Practical recipes for scientific computing, time series and exploratory data analysis using #Python: http://
amzn.to/3Y0XRY5 v/ @PacktDataML [3rd ed.]
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#DataScience #ComputationalScience #Analytics #MachineLearning #DataScientist
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What you will learn: The