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@fchollet This is an essential aspect of what we call human first approach to AI/ML. @aitomatic @pentagoniac #humanfirst
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If machine learning gets it wrong, ask “Who’s the teacher?”
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A visual representation of the App-First #AIEngineering perspective.
There’s a good way to think about Data Cleansing & Preparation, Interactive Exploration & Training, MLOps, Data Pipelines, Continuous Evaluation & Retraining, etc.: they are all APPs, each one accomplishing a purpose, all running, each producing some artifacts for use by others.
If you are interested in AI and specially in Industrial adoption of AI, do check this out. The recording is available on demand. #ml #ai #aiengineering #industrialai twitter.com/aitomatic/stat…
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LIVE: bit.ly/3uhxcH9 (register is free!) Our CEO @pentagoniac & COO Nanda Kishore on how to accelerate an AI-engineered system implementation through deep-dive #Industrial examples. ✅ Key success patterns ✅ What's next when run into the "data wall" and more
For years, we too ran into the same “small-data” problems that @AndrewYNg did when dealing with Industrial AI. /1
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What I’ve learned from real-world ”Industrial-AI” at Arimo-Panasonic, and why we launched “Human-First AI”. (Also in case you’re looking for it: bit.ly/algorithms-of-…) bit.ly/h1st-video
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That is in fact the job. More generally, the term “data scientist” is fast approaching meaninglessness, given the broad applicability. We need to advance the profession of #AIEngineering to put these real-world, mission-critical systems (and roles) together. twitter.com/jeremyphoward/…
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@kurtodaniel We have one IAQ use case @aitomatic where your home air filters are managed based on your integrated pollutant intake—which is inferred from your phone locations—so ... yes?
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Did you know: most data science efforts in Industrial AI today cannot succeed? 😱 Learn how to find success and avoid pitfalls in#IndustrialAII implementation, from real-world use cases at Panasonic. Happening soon at EST 10AM:bit.ly/3ntTbJz8M
Don't miss the #AIEngineering best practices you can immediately apply to your AI initiatives, from real-world #industrialAI examples. Join us next Thu Sep 30 at EST 10AM and ask @pentagoniac any questions you might have. ➡️ FREE REGISTER: buff.ly/3nXoInb
#AIEngineering 🚀 That's it. That's the tweet.
Prediction: within the next 5 years, it’ll be “AI Engineers” #AIEngineering I’ll start with @aitomatic.
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What is your biggest #MLOps challenge right now?
And yet: solving this is how we have succeeded in Industrial-AI. Check out the Human-First AI open-source project @h1st_ai.
We faced this problem at a global scale at @panasonic, and have developed @h1st_ai to deal with it effectively. @AndrewYNg: “.. with an older machine .. that data drifts to cause the performance of AI system to degrade significantly.” Cc @bigdata spectrum.ieee.org/view-from-the-…
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Coming soon📢! Bring your model to life and share it with the world on@aitomaticc Cloud. Sign up today:bit.ly/publish-aiG #builtwithH1stAII
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5. And finally, April 1 also marks the launch of a new vessel out of the @panasonic mothership, @aitomatic, Inc. Aitomatic will be the force behind the Human-First AI open-source project @h1st_ai .. twitter.com/pentagoniac/st…
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“We will need well-thought-out interactions of humans and computers to solve our most pressing problems” Cc @aitomatic @h1st_ai #HumanFirstAI spectrum.ieee.org/the-institute/…
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