Videos de transformer
Videos etiquetados con "transformer"
transformer 2 videos
AI That Never Forgets | Dendritron Transformer Explained (The Future of LLMs)
AI That Never Forgets | Dendritron Transformer Explained (The Future of LLMs) What if AI never forgot anything it learned? In this video, we explore the groundbreaking Dendritron Transformer, a next-generation AI architecture designed to overcome one of the biggest limitations of today's Large Language Models (LLMs): catastrophic forgetting. Unlike traditional Transformer models that become static after training, the Dendritron Transformer introduces a bio-inspired internal memory system that enables continuous learning, real-time knowledge updates, and lifelong memory retention without losing previously learned information. If you're interested in Artificial Intelligence, Machine Learning, Deep Learning, Large Language Models (LLMs), AI Agents, Neural Networks, or the future of AI research, this video provides a clear and easy-to-understand explanation of one of the most exciting new AI architectures. 📌 In this video, you'll learn: ✅ What is the Dendritron Transformer? ✅ Why traditional Transformers forget information ✅ What is Catastrophic Forgetting in AI? ✅ How Continuous Learning AI works ✅ Dendritic Computation Explained ✅ Internal Memory vs KV Cache ✅ Lifelong Learning for Large Language Models ✅ Future AI Agents with Persistent Memory ✅ Real-Time Learning in Artificial Intelligence ✅ Applications in Robotics, Healthcare, Finance, Autonomous Systems, and Scientific Research 📚 Colab Notebook: https://colab.research.google.com/drive/1nao2tDffdIThxoH0Nd8_pe_5Gc3JfCZQ?usp=sharing ⭐ If you enjoy videos about Artificial Intelligence, Machine Learning, ChatGPT, OpenAI, Neural Networks, AI Agents, Python, LLMs, Deep Learning, and the latest AI breakthroughs, make sure to Subscribe and turn on notifications so you never miss future videos. 👍 Like the video if you learned something new. 💬 Comment your thoughts about the future of AI memory and continuous learning. • AI News • Machine Learning • Deep Learning • LLM Tutorials • Prompt Engineering • Generative AI • Python for AI • AI Agents • Future Technology #AI #MachineLearning #Dendritron #Transformer #DeepLearning #ContinuousLearning #nlp Dendritron Transformer, AI Memory, Artificial Intelligence, Machine Learning, Deep Learning, Transformer Architecture, Large Language Models, LLM, Continuous Learning, Lifelong Learning, Catastrophic Forgetting, Neural Networks, AI Research, AI Agents, Bio Inspired AI, Real-Time Learning, Future of AI, AI Explained, GPT Alternative, Next Generation AI, AI Architecture, Persistent Memory AI, Memory-Augmented Neural Networks, Cognitive AI, Intelligent Systems #ArtificialIntelligence #MachineLearning #DeepLearning #LLM #Transformer #AI #AIResearch #GenerativeAI #NeuralNetworks #AIAgents #ContinuousLearning #Dendritron #ArtificialGeneralIntelligence #FutureOfAI #AITechnology
GRPO Fine-Tuning with Practical | DeepSeekMath, PPO vs GRPO, Hugging Face & Unsloth
Learn GRPO (Group Relative Policy Optimization) from scratch and fine-tune an LLM using Hugging Face TRL and Unsloth. In this video, we understand how GRPO works, why it was used in DeepSeekMath, how it differs from PPO, and how language models learn from reward signals. We will also implement GRPO fine-tuning practically using Hugging Face and Unsloth. Topics covered in this video: ✅ What is GRPO? ✅ GRPO full form and intuition ✅ Quick background of DeepSeekMath ✅ DeepSeekMath training pipeline ✅ PPO vs GRPO ✅ Problems with the PPO approach ✅ Why GRPO does not require a critic/value model ✅ Group-based reward comparison in GRPO ✅ GRPO step-by-step with a simple example ✅ Reward signal vs reward model ✅ Rule-based and verifiable rewards ✅ Correctness, helpfulness and clarity reward functions ✅ LoRA-based GRPO fine-tuning ✅ GRPO practical using Hugging Face TRL ✅ GRPO practical using Unsloth ✅ Loading and testing the fine-tuned model GRPO stands for Group Relative Policy Optimization. Instead of using a separate value or critic model, GRPO generates multiple answers for the same prompt, compares their rewards within the group and improves the policy using relative performance. This video is useful for machine learning engineers, Generative AI developers, data scientists and anyone learning LLM fine-tuning, reinforcement learning, RLHF, PPO, GRPO, DeepSeek and post-training techniques. Subscribe for more videos on Generative AI, LLM fine-tuning, RAG, Agentic AI, RLHF, PPO and GRPO. Code: https://github.com/sunnysavita10/Complete-LLM-Finetuning/tree/main/LLM%20Fine-Tuning-27-GRPO #GRPO #LLMFineTuning #DeepSeek #HuggingFace #Unsloth 📌 Subscribe for more videos on: LLM Fine-Tuning, RLHF, Quantization, Hugging Face, LangChain, Agentic AI, RAG, AI Systems, and Production-Grade AI Projects. #RLHF #PreferenceAlignment #LLM #PPO #ReinforcementLearning #DPO #ORPO #Qlearning #DQN #LLMFineTuning #GenerativeAI #MachineLearning #SunnySavita #AgenticAI #LangChain #ArtificialIntelligence 📌 Keywords Covered: #MultimodalLLM #VisionLanguageModel #MultimodalFineTuning #LLMFineTuning #Unsloth #LLaVA #QwenVL #Pixtral #LlamaVision #LoRA #QLoRA #VisionEncoder #ProjectionLayer #HuggingFace #Transformers #GenerativeAI #AIForDevelopers #CustomDataset #ImageToText #AITraining #SunnySavita #SemanticSearch #RAG Multimodel RAG Playlist: https://www.youtube.com/watch?v=7CXJWnHI05w&list=PLQxDHpeGU14D6dm0rmAXhdLeLYlX2zk7p&pp=gAQBiAQB RAG detailed playlist: https://www.youtube.com/watch?v=wTVTkOb3SZc&list=PLQxDHpeGU14Blorx3Ps1eZJ4XvKET1_vx&pp=gAQBiAQB GenAI Foundation Playlist: https://www.youtube.com/watch?v=ajWheP8ZD70&list=PLQxDHpeGU14D7NiPgqxC9qhKkx4jMQcDk&pp=gAQBiAQB Connect with me on social media LinkedIn: https://www.linkedin.com/in/sunny-savita/ One-to-One Call: https://topmate.io/sunny_savita10 GitHub: https://github.com/sunnysavita10