Mamba: The AI Model Challenging Transformers | Uplatz скачать в хорошем качестве

Mamba: The AI Model Challenging Transformers | Uplatz

For years, transformer models have dominated modern AI—but they come with real limitations, especially around memory usage, latency, and long-context scalability. Mamba has emerged as a powerful new challenger, introducing a fundamentally different approach to sequence modeling that promises faster inference and better efficiency. In this video, we break down what Mamba is, how it works, and why it matters for the future of AI. This Uplatz Explainer video starts with the problem Mamba is trying to solve. We explain why attention-based transformers struggle with long sequences, quadratic compute costs, and growing inference overhead—and why simply scaling hardware is no longer a sustainable solution. We then dive into the core ideas behind Mamba’s architecture. Topics include state space models (SSMs), selective state updates, linear-time sequence processing, and how Mamba replaces attention with a more memory-efficient and streaming-friendly design. You’ll gain an intuitive understanding of why Mamba excels at long-context tasks. The video also explores how Mamba compares to transformers in real-world scenarios. We discuss performance, latency, training and inference efficiency, suitability for long documents, code, time-series data, and on-device or edge AI workloads. You’ll see where Mamba shines—and where transformers still remain strong. Finally, we look at what Mamba signals for the future of AI architectures. We discuss hybrid models, attention-free trends, and how next-generation AI systems may combine ideas from transformers, SSMs, and agentic reasoning to scale more efficiently. This video is ideal for ML engineers, AI researchers, developers, students, and anyone interested in next-generation AI architectures beyond transformers. #MambaAI #AIArchitecture #StateSpaceModels #Transformers #GenerativeAI #MachineLearning #DeepLearning #FutureOfAI #AIResearch #Uplatz ---------------------------------------------- 🌐 Welcome to Uplatz – Your Gateway to Career Transformation! To access full courses or training bundles: 🌐 https://uplatz.com 📧 support@uplatz.com 🎓 About Uplatz Uplatz is a global leader in online IT and professional training, offering comprehensive courses in AI, machine learning, data science, cloud computing, cybersecurity, and enterprise technologies such as SAP, Oracle, Salesforce, and ServiceNow. With expert-led programs and real-world learning paths, Uplatz empowers learners and organizations across 190+ countries to build future-ready skills and thrive in the digital era. 📘 Explore Uplatz Course Portfolio Learn the most in-demand and emerging technologies with Uplatz: ✅ AI & Machine Learning – Agentic AI, LLMs, LangChain, Deep Learning, MLOps, LLMOps ✅ Cloud & DevOps – AWS, Azure, GCP, Docker, Kubernetes, Terraform, CI/CD ✅ Data & Analytics – Data Science, Data Engineering, Power BI, Tableau, Big Data (Spark, Kafka) ✅ Programming & Frameworks – Python, FastAPI, Django, Java, JavaScript, SQL ✅ Cybersecurity & Blockchain – Ethical Hacking, Cloud Security, Zero Trust, Blockchain & Web3 ✅ IoT & Embedded Systems – IoT Platforms, Edge Computing, Embedded C, Microcontrollers ✅ ERP & CRM – SAP (all modules), Salesforce, Oracle ERP, Microsoft Dynamics ✅ Web & App Development – Full-Stack Development, React, Angular, Node.js, Flutter 🎓 Master cutting-edge skills. Build your tech career with Uplatz. 🌐 Learn more: https://uplatz.com 🎯 Why Choose Uplatz ✔️ Job-focused, project-based learning ✔️ Globally recognized certifications ✔️ Lifetime access & affordable pricing ✔️ Career guidance and mentorship 🔔 Subscribe for weekly tech tutorials, demos, and success stories. 📲 Follow us on LinkedIn, Instagram, Twitter, and Facebook. #Uplatz #Tech #Technology #MachineLearning #CloudComputing #Learning