Great post, looking forward to the next one on early stopping and full data retraining (haha, our hotly debated topic in the past )
MACHINE LEARNING
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AI Leader Allie K. Miller Shares Future of AI at ExploreSAS
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Prolific artificial intelligence leader, advisor and investor Allie K. Miller will share how to lean into the future of AI, at #ExploreSAS.
— SAS Software (@SASsoftware) 1 septembre 2023
4-days of networking and insights await. Register 👏. https://t.co/Ndjp5h1Wp6 | Sept. 11-14, Las Vegas #ML pic.twitter.com/SgoVE7xU5RProlific artificial intelligence leader, advisor and investor Allie K. Miller will share how to lean into the future of AI, at #ExploreSAS. 4-days of networking and insights await. Register . http://
2.sas.com/6012PQVJ8 | Sept. 11-14, Las Vegas #ML -
Create Your Own AutoTrain Advanced Space and Train Models
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Create your own AutoTrain Advanced Space and start training models!!!
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Learning Heuristics: ML Systems Symbiosis Approach
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I agree with @finbarrtimbers
: the potential to replace hand-written heuristics with ones that are learned is vast! I gave a talk about this at the 2018 MLSys: "Systems and Machine Learning Symbiosis" (ML for systems part starts at about 17:30). https://
youtu.be/Nj6uxDki6-0?si
=_vHLwDoc4hFuqJ2N
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ML Replaces Hand-Written Heuristics in Compilers
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There's a huge opportunity to use ML to replace hand-written heuristics in compilers. Want to try? Check out this @kaggle contest organized by Ashley Chow, Bryan Perozzi, HCL-Jevster, inversion, Mangpo Phothilimthana, and Sami Abu-El-Haija!
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Against Theory-Motivated Experimentation in Science
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Against theory-motivated experimentation in science https://
bit.ly/3OtVBDR #AI #MachineLearning #DeepLearning #LLMs #DataScience -
JAIS Arabic Language Model Released with Paper and Demo
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Paper, sandbox, and model here: https://
arxiv.org/abs/2308.16149
#new_tab
… https://
arabic-gpt.ai https://
huggingface.co/inception-mbzu
ai/jais-13ba
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Automated PyTorch Module Integration with Keras Layers
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By popular demand, we've automated the "turn the Module into a Keras Layer" step. So now you can just… use torch Modules in a Keras model/layer. No extra step needed. Just like you can use Keras models/layers as Modules.
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Building Arabic Language Models: Data Collection and Training Strategy
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The key challenge of training any non-English model is data. To build a dataset large & rich enough for Arabic, Jais tapped into various open and curated sources totally 55B tokens. The model trained on 2 epochs of this data.
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Jais Model Combines Arabic and English Capabilities via Transfer Learning
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In addition, Jais is trained on 278M English. This not only adds English capability, it also improves Arabic performance thanks to transfer learning. Knowing both languages makes the model super useful for locals and expats in the Middle East.