AI Reasoning: From Chains of Thought to Trees of Reasoning | Uplatz скачать в хорошем качестве

AI Reasoning: From Chains of Thought to Trees of Reasoning | Uplatz

Reasoning is what separates simple text generation from intelligent decision-making. As AI systems tackle more complex problems, they’ve evolved from linear reasoning patterns to richer, more flexible structures. In this video, we explore how AI reasoning has progressed—from Chains of Thought to Trees of Reasoning—and why this shift is critical for building reliable, high-performing AI systems. This Uplatz Explainer video starts with the foundations of AI reasoning. We explain what chain-of-thought reasoning is, why step-by-step reasoning improves accuracy, and where linear reasoning begins to break down in complex, multi-path problems. You’ll understand how chains help models reason—but also where they fall short. We then dive into tree-based reasoning approaches. Topics include branching reasoning paths, exploring multiple hypotheses, backtracking, evaluation and pruning of reasoning branches, and selecting optimal solutions. You’ll see how trees enable deeper exploration, reduce blind spots, and improve robustness in tasks like planning, problem solving, and decision-making. The video also connects reasoning structures to real-world systems. We discuss how chains and trees are used in AI agents, search-based reasoning, tool-using systems, and multi-step workflows—along with trade-offs in cost, latency, and control. Finally, we explain what this evolution means for the future of AI. You’ll learn why advanced reasoning architectures are essential for autonomous agents, complex analysis, and trustworthy AI—and how the shift from chains to trees represents a major step toward more capable intelligence. This video is ideal for ML engineers, AI practitioners, researchers, students, and anyone interested in how modern AI systems reason and make decisions beyond simple text generation. #AIReasoning #ChainOfThought #TreeOfThought #GenerativeAI #LLMs #AIArchitecture #AgenticAI #AIEngineering #FutureOfAI #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