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#DeepLearning

21 posts21 participants1 post today
Public
khushnuma

How Data Science Is Powering the Future: Trends You Must Know

Data science is no longer just a buzzword, it’s a driving force behind innovation and efficiency in the digital age. With AI, machine learning, and advanced analytics evolving rapidly, the future belongs to those who can harness the power of data.

Read the full article: ouzl.com/articles/how-data-sci

#DataScience#AI#MachineLearning
Public
Hacker News

Vision Transformers Need Registers (extra tokens discarded after last layer)

arxiv.org/abs/2309.16588

arXiv logo
arXiv.orgVision Transformers Need RegistersTransformers have recently emerged as a powerful tool for learning visual representations. In this paper, we identify and characterize artifacts in feature maps of both supervised and self-supervised ViT networks. The artifacts correspond to high-norm tokens appearing during inference primarily in low-informative background areas of images, that are repurposed for internal computations. We propose a simple yet effective solution based on providing additional tokens to the input sequence of the Vision Transformer to fill that role. We show that this solution fixes that problem entirely for both supervised and self-supervised models, sets a new state of the art for self-supervised visual models on dense visual prediction tasks, enables object discovery methods with larger models, and most importantly leads to smoother feature maps and attention maps for downstream visual processing.
#HackerNews#VisionTransformers#Registers
Public
Hari_125

#NewBatch for #DataScience & Gen AI!

🔗 Join New Batch Session: bit.ly/3RC3Boh
🆔 Meeting ID: 466 714 746 134 8
🔐 Passcode: Qr6Vm3eS
🎓 Upcoming Demo Session Details:
🗓️ Date: 29th April 2025 (Tuesday)
🕖 Time: 7:00 PM IST
‍🏫 Trainer: Mr. Vivek – 16+ Years of Industry Experience
📞 Call: +91-7032290546
💬 WhatsApp: wa.me/c/917032290546
🌐 Visit us: visualpath.in/online-data-scie

#MachineLearning#DeepLearning#ArtificialIntelligence
Public
Arthur Hau, PhD🐶🐱🌱🎵🦣

So far, I have been learning Blender, Tensors, #Python, and #Transformers with #Gemini 2.0. I was so happy to find several books on #Fanatical related to these subjects last night. I bought 6 relatively less outdated books for only 7 bucks. One of them is about #DeepLearning . By coincidence, I was actually discussing some of the topics with Gemini right before I found the book. The Deep Learning Architect's Handbook is a must buy for someone who has been self-learning #AI.

Public
Hari_125

#NewBatch for #DataScience & Generative AI!
🔗 Join New Batch Session: bit.ly/3RC3Boh
🆔 Meeting ID: 466 714 746 134 8
🔐 Passcode: Qr6Vm3eS
🗓️ Date: 29th April 2025 (Tuesday)
🕖 Time: 7:00 PM IST
‍🏫 Trainer: Mr. Vivek – 16+ Years of I
📲 Contact Us:
📞 Call: +91-7032290546
💬 WhatsApp: wa.me/c/917032290546
🌐 Visit us: visualpath.in/online-data-scie

#MachineLearning#DeepLearning#ArtificialIntelligence
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