TensorFlow, Keras, and deep learning, without a Ph.D. What you'll learn: • What is a neural network
• How to build one
• Learning rate schedules
• How to build convolutional neural networks
• How to use regularization
• What is overfitting https://
codelabs.developers.google.com/codelabs/cloud
-tensorflow-mnist/#0
…
EDUCATION
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TensorFlow and Keras Deep Learning Tutorial Without PhD Required
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AI Models Learn Emergent Languages Through Images
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Using images to teach #AI models emergent languages, making it easier to learn non-Indo-European languages 🗣️ pic.twitter.com/aaunITPKsl
— IBM Data, AI & Automation (@IBMData) 16 novembre 2022Using images to teach #AI models emergent languages, making it easier to learn non-Indo-European languages
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Measuring Nations by IQ Per Capita Instead of GDP
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GDP per capita is fine, it's time we start measuring how countries rank on IQ per capita.
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Data Quality and Curriculum Learning for LLM Training
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"Obviously anything that looks useless (like SHA hashes or other noise) is not worth training on and is just wasting training capacity and time"
"You may want to start with simpler topics and work up to more complex later, just like in human school" -
Training Strategies: Skimming, Filtering Noise, and Revisiting Content
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More generally a few remarkable strategies people use during their training:
1) skim text because they already know it
2) ignore text because it's clearly noise (e.g. they won't memorize SHA256 hashes. LLMs will.)
3) revisit parts that are learnable but not yet learned -
AI tutors offering personalized online classes with real-time video
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Coming soon: online classes with one-on-one, real-time video interactions with AI tutors.
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Understanding Code Generated by AI Assistants Matters
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“Be careful with copilot code generation assistance. We need people to understand their codes.” – Don Knuth, Turing Award winner (1974), luminary of @stanford CS dept, and a dear friend, at @StanfordHAI Fall Conf
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Stanford HAI Conference: AI in the Loop, Humans in Charge
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@landay and @Rbaltman
, faculty leaders @StanfordHAI
, kicked off our Fall Conference called “AI in the loop: Humans in Charge”. “We worked really hard on this title. I hope you see the irony.” Said Russ. -
Japanese Student Ambassadors from Tohoku University Recognized
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Big kudos to our Japanese Student Ambassadors from Tohoku University @sp_coffee_py @pdgwg8379 @h1ro_funa