#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
🌍 The boundary where the Earth's solid land meets the sea—called the coastline—is constantly changing. Waves, tides, and storms reshape these edges every day, making coastlines dynamic and ever-shifting. ✨
#geography⚡#coastlines⚡#change⚡#nature⚡#earth
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🌍 Satellite data show that global sea levels are now rising about 3.4 millimeters per year, speeding up since the 1990s and threatening low-lying coasts with accelerated erosion. ✨
#coastline⚡#climate⚡#change⚡#oceans⚡#geography⚡#nature⚡#earth
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🌍 Melting permafrost in Arctic regions is releasing ancient greenhouse gases like methane, accelerating climate change and threatening traditional ways of life for local communities. ✨
#permafrost⚡#climate⚡#change⚡#methane⚡#geography⚡#nature⚡#earth
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🌍 Desertification, the spread of deserts into once-fertile land, now threatens over a third of Earth’s land surface, endangering food security for millions worldwide. ✨
#desertification⚡#climate⚡#change⚡#land⚡#geography⚡#nature⚡#earth
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New Book Explores Optimism in AI Future
Reid Hoffman, co-founder of LinkedIn, releases his book *Superagency: what could go right with AI future*. Unlike dystopian views, Hoffman emphasizes a proactive approach to building a positive future with AI. He discusses the evolution of technology's role in society, the importance of agency in the face of AI, and the need for updates in social contracts. The book reflects on history, addressing both fears and potential benefits AI can bring. Full details available here.
#AI#Tech#ReidHoffman#Future#Blockchain#Metaverse#Innovation#Autonomy#SocialChange#Privacy#Agency#Technology#Data#LLM#Community#Change#Trends
Need of Organization 😂
#camurshid#ca#icap#ca_murshid#castudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes#icaistudents#charteredaccountant#charteredaccountancy#charteredaccountants#icaistudents#camemes #icaistudents#charteredaccountant #icaistudents #camemes#icaistudents #auditor#auditors#auditorslife#change#organization