Amirreza Mehrzadian

uncleMehrzad
·

AI & ML interests

Computer vision, Reinforcement learning, NLP, time series

Recent Activity

reacted to Kseniase's post with 👍 about 16 hours ago
6 Free resources on Reinforcement Learning (RL) RL now is where the real action is, it's the engine behind autonomous tech, robots, and the next wave of AI that thinks, moves and solves problems on its own. To stay up to date with what’s happening in RL, we offer some fresh materials on it: 1. "Reinforcement Learning from Human Feedback" by Nathan Lambert -> https://rlhfbook.com/ It's a short introduction to RLHF, explaining instruction tuning, reward modeling, alignment methods, synthetic data, evaluation, and more 2. "A Course in Reinforcement Learning (2nd Edition)" by Dimitri P. Bertsekas -> https://www.mit.edu/~dimitrib/RLbook.html Explains dynamic programming (DP) and RL, diving into rollout algorithms, neural networks, policy learning, etc. It’s packed with solved exercises and real-world examples 3. "Mathematical Foundations of Reinforcement Learning" video course by Shiyu Zhao -> https://www.youtube.com/playlist?list=PLEhdbSEZZbDaFWPX4gehhwB9vJZJ1DNm8 Offers a mathematical yet friendly introduction to RL, covering Bellman Equation, value iteration, Monte Carlo learning, approximation, policy gradient, actor-critic methods, etc. + Check out the repo for more: https://github.com/MathFoundationRL/Book-Mathematical-Foundation-of-Reinforcement-Learning 4. "Multi-Agent Reinforcement Learning" by Stefano V. Albrecht, Filippos Christianos, and Lukas Schäfer -> https://www.marl-book.com/ Covers models, core ideas of multi-agent RL (MARL) and modern approaches to combining it with deep learning 5. "Reinforcement Learning: A Comprehensive Overview" by Kevin P. Murphy -> https://arxiv.org/pdf/2412.05265 Explains RL and sequential decision making, covering value-based, policy-gradient, model-based, multi-agent RL methods, RL+LLMs, and RL+inference and other topics 6. Our collection of free courses and books on RL -> https://huggingface.co./posts/Kseniase/884818121094439 If you liked this, also subscribe to The Turing Post: https://www.turingpost.com/subscribe
reacted to ginipick's post with 🤗 about 16 hours ago
# ✨ Dream of IKEA: The Future of AI Interior Design ✨ Hello, AI interior design enthusiasts! 🏠 Today I'm thrilled to introduce you to **"Dream of IKEA"** - an amazing project that will completely transform your living spaces! ## 🌟 What Can It Do? **Dream of IKEA** is a magical tool that uses artificial intelligence to transform your ordinary spaces into the interior design of your dreams! 🪄 - 📸 Simply upload a photo of your room - 💭 Describe your desired style or concept - 🎨 The AI will redesign your space with stunning results! ## 🏆 Key Features - **Diverse Style Selection** - Over 20 design styles including Minimalist, Bohemian, Japanese, Scandinavian, and more - **User-Friendly Interface** - Beautiful, intuitive UI that anyone can use - **High-Quality Image Generation** - Amazing quality powered by ControlNet and Stable Diffusion - **Customizable Prompts** - Create completely personalized designs with your own prompts ## 🛠️ Technical Highlights This project utilizes cutting-edge AI technology: - **ControlNet** - Maintains the structure of your original image while transforming the style - **NormalBae** - Creates natural transformations through 3D structure recognition - **Stable Diffusion** - The core of high-quality image generation ## 💡 How to Use 1. **Upload a Photo** - Select the space you want to transform 2. **Choose a Style** - Select from Modern, Classic, or Global design styles 3. **Add a Description** - Like "A cozy bedroom with mountain view" to refine your results 4. **Click Generate** - Let the AI work its magic! 🪄✨ ## 🔮 Make Your Dream Space a Reality! What space are you dreaming of? A minimalist Nordic living room? A glamorous Hollywood-style bedroom? Or perhaps a warm Bohemian kitchen? Now you can visualize all your interior design dreams with the help of AI! ## 🚀 Start Now! https://huggingface.co./spaces/ginigen/interior-design
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