Training foundation models require enormous resources. We can overcome this by working with the vast collective intelligence of existing models. @HuggingFace has over 500k models in dozens of modalities that, in principle, can be combined to form new models with new capabilities!
MACHINE LEARNING
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Evolutionary Model Merge: Automating Foundation Model Development
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Introducing Evolutionary Model Merge: A new approach bringing us closer to automating foundation model development. We use evolution to find great ways of combining open-source models, building new powerful foundation models with user-specified abilities!https://t.co/G0EyM7pztr pic.twitter.com/msOokvqGbR
— Sakana AI (@SakanaAILabs) 21 mars 2024Introducing Evolutionary Model Merge: A new approach bringing us closer to automating foundation model development. We use evolution to find great ways of combining open-source models, building new powerful foundation models with user-specified abilities! https://
sakana.ai/evolutionary-m
odel-merge/
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Sakana AI Introduces Evolutionary Model Merge Method
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Sakana AIの最初の研究成果である、進化的計算による基盤モデル構築に関する論文を公開しました。多様な既存モデルを自動的に融合し優れた基盤モデルを構築するための方法を提案すると共に、それにより試作したモデルを公開しました。
— Sakana AI (@SakanaAILabs) 21 mars 2024
ブログ https://t.co/E4Ao87UXXi
論文 https://t.co/YtH7wEQHf1… pic.twitter.com/JcNabJukOtSakana AIの最初の研究成果である、進化的計算による基盤モデル構築に関する論文を公開しました。多様な既存モデルを自動的に融合し優れた基盤モデルを構築するための方法を提案すると共に、それにより試作したモデルを公開しました。 ブログ https://
sakana.ai/evolutionary-m
odel-merge-jp
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論文 https://
arxiv.org/abs/2403.13187 -
Python Workout: 248-Page Book with 50 Ten-Minute Exercises
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[248-page book] #Python Workout with 50 ten-minute exercises: http://
amzn.to/3vUkpz2
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#Coding #DataScience #ComputationalScience #MachineLearning #DataScientists #SoftwareDevelopment -
Practical Machine Learning for Computer Vision End-to-End Image Processing
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Practical #MachineLearning for #ComputerVision — End-to-End ML for Images: http://
amzn.to/4ajfVSf
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#BigData #DataScience #AI #DeepLearning #ML #IoT #IIoT #Edge #EdgeComputing #EdgeAI #ObjectDetection #Algorithms #NeuralNetworks #DataScientists #Industry40 -
Data Juice: Organizations Extracting Value from Data Assets
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Data Juice – 101 Stories of How Organizations Are Squeezing Value from Available Data Assets: http://
amzn.to/3IogTA1 by @Doug_Laney —————
#DataStrategy #DataInnovation #DataLeadership #BigData #Analytics #DataScience #MachineLearning #AI #CDO #CTO #CMO #DigitalTransformation -
Python Data Manipulation Handbook: Third Edition with Practical Case Studies
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Here's the book for you: http://
amzn.to/3wJJaMy by @wesmckinn Definitive handbook for manipulating, processing, cleaning, & crunching datasets in #Python. Updated 3rd edition is packed with practical case studies that show how to solve a broad set of data analysis problems. -
Essential Mathematics Foundations for Data Science and Machine Learning
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Essential Math for #DataScience — Take Control of Your Data with Fundamental #LinearAlgebra, #Calculus, #Probability, and #Statistics: http://
amzn.to/47GEBCZ
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#Mathematics #BigData #Analytics #MachineLearning #AI #DeepLearning #DataScientists #Algorithms -
The Art of Statistics: Learning from Data and Big Data Analytics
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The Art of #Statistics — How to Learn from Data: http://
amzn.to/48c8xpG
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#BigData #Analytics #DataAnalysis #DataAnalytics #DataScience #ML #MachineLearning #AI #DataScientists #DataLiteracy #DataFluency #DataLeadership #BeDataBrilliant #StatisticalLiteracy #CDO #CMO #CTO #CISO -
Algorithms on Trees and Graphs with Python Code
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#Algorithms on Trees and Graphs (with #Python Code): http://
amzn.to/3IrmKWs
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#AI #MachineLearning #BigData #DataScience #RDF #LinkedData #GraphDB #GraphAnalytics #Semantics #KnowledgeGraphs #RAG #LLMs #DataStructures #DataScientists #Coding