Building and operating a pretty big storage system called S3 https://
bit.ly/43Uyo3r #AI #MachineLearning #DeepLearning #LLMs #DataScience
MACHINE LEARNING
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Building and Operating S3: Major Storage System for AI
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Inference Mode Quantization with BNB NF4 for CodeLlama
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And if you are looking for inference mode quantization, you can use `–quantize "bnb.nf4" with the "generate/base.py" scripts as well.
I am currently using that for running CodeLlama 34B models. -

QLoRA-style Quantization Added with BNB NF4 Support
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Yes! Just added QLoRA-style quantization the other week, too. You can use it via –quantize "bnb.nf4" for example. I have some benchmarks here:
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Image Models Limitations: Computational Constraints and Reduced Capability
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Images are hundreds of thousands of pixels, so nobody can afford an architecture that runs a large model over every pixel. The resulting small models are in fact much stupider than GPT-4 and have trouble following even slightly complicated instructions.
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Efficient object detection with YOLOv8 and KerasCV
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Efficient object detection with YOLOv8 and KerasCV:
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Cerebras MBZUAI Develop Arabic-Optimized Language Model Techniques
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(2/2) Researchers at Cerebras, Inception, and MBZUAI developed techniques to:
-Create a custom tokenization scheme optimized for Arabic -Identify the proper mix of English, Arabic, and code data -Augment Arabic tokens with machine-translations Models: https://
huggingface.co/inception-mbzu
ai
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Jais: Top-Performing Open-Source Arabic LLM Model
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(1/2) Jais is the top-performing open-source Arabic LLM in the world. Better than Bloom, Llama, Falcon, etc. It is a 13B parameter model that was trained on a brand-new multilingual dataset. Read the technical paper: https://
inceptioniai.org/jais/docs/Tech
nicalpaper.pdf
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Remote AI Careers: Global Opportunities in Machine Learning and Robotics
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Remote-Friendly AI Careers? Break geographical barriers and tap into global #AI projects. Whether you're into #machinelearning, #NLP, or #robotics, the digital world is your oyster! #RemoteWork #AICareer #GenAI #IoT
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Launch Your AI Career: Code, Data, and Algorithm Skills
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Embrace the Future! Turn your passion for AI into a lucrative career! Learn to #code, analyze #data, & create smart #algorithms. The #AI revolution is here. Ride the wave.
https://
rb.gy/b0oxa #AIcareer #TechTrends #GenAI -
Adding ‘Let’s think step by step’ improves GPT math skills
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Let's think step by step. Just adding this at the end of your problem is probably one of the best-proven ‘tricks’. It was already known that it improved GPT-3 math problem solving skills by 59%, and although GPT-4 is already much smarter by itself this still helps!