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Mixture of Experts Explained
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686Akhil Theerthala PRO
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Mixture of Experts Explained
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DualityAI-RebekahBogdanoff's
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As part of Duality AI’s recent Kaggle competition, we’ve released a free, fully customizable cloud scenario designed to help you create targeted datasets with YOLO-compatible labels.
The cloud simulation lets you customize the:
📸 camera distance
🎞️ film grain variation
🖼️background objects,
➕ and more!
Create the dataset that you need by following this link: https://falcon.duality.ai/secure/scenarios/edit/cca0bc47-265a-4f67-843f-a434b63271b3?utm_source=huggingface&utm_medium=social&utm_campaign=general
I’ve attached an instructional video we used for the competition, but this feature is free for anyone who has an account. https://vimeo.com/1091271731?share=copy
The cloud simulation lets you customize the:
📸 camera distance
🎞️ film grain variation
🖼️background objects,
➕ and more!
Create the dataset that you need by following this link: https://falcon.duality.ai/secure/scenarios/edit/cca0bc47-265a-4f67-843f-a434b63271b3?utm_source=huggingface&utm_medium=social&utm_campaign=general
I’ve attached an instructional video we used for the competition, but this feature is free for anyone who has an account. https://vimeo.com/1091271731?share=copy
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update
15 days ago
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922
Kuvera v0.1.0 is now live!
A series of personal finance advisor models that try to resolve the queries by trying to understand the person’s psychological state and relevant context.
These are still prototypes that have much room for improvement.
What’s included in this release:
- Akhil-Theerthala/Kuvera-8B-v0.1.0: Qwen3-8B, meticulously fine-tuned on approximately 20,000 personal-finance inquiries.
- Akhil-Theerthala/Kuvera-14B-v0.1.0: LoRA on DeepSeek-R1-Distill-Qwen-14B, honed through training on about 10,000 chain-of-thought queries.
For those interested, the models and datasets are accessible for free (links in the comments). If you are curious about the upcoming version's roadmap, let’s connect—there are many more developments I plan to make, and would definitely appreciate any help.
A series of personal finance advisor models that try to resolve the queries by trying to understand the person’s psychological state and relevant context.
These are still prototypes that have much room for improvement.
What’s included in this release:
- Akhil-Theerthala/Kuvera-8B-v0.1.0: Qwen3-8B, meticulously fine-tuned on approximately 20,000 personal-finance inquiries.
- Akhil-Theerthala/Kuvera-14B-v0.1.0: LoRA on DeepSeek-R1-Distill-Qwen-14B, honed through training on about 10,000 chain-of-thought queries.
For those interested, the models and datasets are accessible for free (links in the comments). If you are curious about the upcoming version's roadmap, let’s connect—there are many more developments I plan to make, and would definitely appreciate any help.
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shukdevdatta123's
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22 days ago
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Excited to share my latest project: an AI-powered Educational Content Creator Assistant! 📚✨ Built with Gradio and OpenAI, it transforms PDF/DOCX documents into engaging study materials like interactive flashcards, quizzes, summaries, and lesson plans. Features GPU acceleration and downloadable HTML outputs. Perfect for educators and students! 🚀 #EdTech #AI #Python #ML #LLM
Features Include:
- ✅ AI-powered content generation
- ✅ Document processing (PDF/DOCX)
- ✅ Interactive flashcards with slider functionality
- ✅ Comprehensive summaries
- ✅ Structured study notes
- ✅ Quiz generation with multiple choice, short answer, and essay questions
- ✅ Mind map structure creation
- ✅ Detailed lesson plans
- ✅ In-depth concept explanations
- ✅ Practice problems (beginner to challenge levels)
- ✅ Downloadable HTML outputs with interactivity
- ✅ Gradio-based user interface
- ✅ OpenAI API integration via OpenRouter
- ✅ GPU acceleration with ZeroGPU
- ✅ Real-time status updates for API and document processing
- ✅ Support for multiple content types
- ✅ Formatted HTML content with CSS styling
- ✅ Print functionality in downloadable files
- ✅ Error handling for document processing and API calls
- ✅ Modular function design for content generation
Youtube: https://www.youtube.com/watch?v=4a52HcioWPk
Demo: https://shukdevdatta123-ecca.hf.space
Features Include:
- ✅ AI-powered content generation
- ✅ Document processing (PDF/DOCX)
- ✅ Interactive flashcards with slider functionality
- ✅ Comprehensive summaries
- ✅ Structured study notes
- ✅ Quiz generation with multiple choice, short answer, and essay questions
- ✅ Mind map structure creation
- ✅ Detailed lesson plans
- ✅ In-depth concept explanations
- ✅ Practice problems (beginner to challenge levels)
- ✅ Downloadable HTML outputs with interactivity
- ✅ Gradio-based user interface
- ✅ OpenAI API integration via OpenRouter
- ✅ GPU acceleration with ZeroGPU
- ✅ Real-time status updates for API and document processing
- ✅ Support for multiple content types
- ✅ Formatted HTML content with CSS styling
- ✅ Print functionality in downloadable files
- ✅ Error handling for document processing and API calls
- ✅ Modular function design for content generation
Youtube: https://www.youtube.com/watch?v=4a52HcioWPk
Demo: https://shukdevdatta123-ecca.hf.space
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onekq's
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Highly recommend the latest Gemini Flash. My favorite Google I/O gift. It ranks behind reasoning models but runs a lot faster than them. It beats DeepSeek v3.
onekq-ai/WebApp1K-models-leaderboard
Reasoning is good for coding, but not mandatory.
onekq-ai/WebApp1K-models-leaderboard
Reasoning is good for coding, but not mandatory.
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> New Model
> Looks at Model Card
> "Open-Weights"
> Looks at Model Card
> "Open-Weights"
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