Systems Core Courses

Discover AI

Comparing GraphRAG and SpeculativeRAG Systems for Knowledge Integration

Explore the latest advancements in RAG systems, comparing GraphRAG and SpeculativeRAG frameworks for optimal performance in knowledge integration and response generation.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Discover AI

Agentic AI: Understanding Advanced Function Calling and RAG Systems

Delve into the advanced concepts of agentic AI systems, exploring function calling, RAG integration, and future world models for enhanced AI planning and decision-making capabilities.

• YouTube
• 46 minutes
• Self-Paced
• Free Video

Discover AI

Protecting RAG Systems from Generative AI Worms - AI Cybersecurity Threats and Countermeasures

Explore the emerging threat of GenAI Worms, their impact on RAG and LLM systems, and learn essential cybersecurity countermeasures to protect AI infrastructure.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Discover AI

Simple Ideas to Improve Your Retrieval-Augmented Generation Systems

Discover practical strategies to enhance RAG systems using insights from Stanford and Google research, focusing on GNN implementation and improved query-text mapping techniques.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Discover AI

LLM Prompt Formatting: Optimizing Performance for Language Models and RAG Systems

Master the critical impact of prompt formatting on LLM and RAG system performance, exploring optimization techniques and understanding how different formats influence AI model responses.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Discover AI

LLM as Next-Generation Operating System - Memory Augmented Systems and Continuous Chat

Explore how memory-augmented LLMs can revolutionize operating systems, focusing on multi-AI integration and continuous chat capabilities for next-generation computing architectures.

• YouTube
• 33 minutes
• Self-Paced
• Free Video

Discover AI

Multi-Agent AI Systems with AutoGen - Complete Code Tutorial

Dive into Microsoft's AutoGen framework, exploring multi-agent AI systems through practical code examples, communication protocols, and agent control mechanisms for advanced LLM applications.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Discover AI

Reinforcement Learning: From Policy Optimization to Multi-Agent Systems

Explore reinforcement learning fundamentals, from reward systems and policy optimization to transformer architectures in robotics and multi-agent systems, with practical implementation insights.

• YouTube
• 34 minutes
• Self-Paced
• Free Video

Discover AI

Introduction to KERAS 3 Core for PyTorch and JAX

Explore KERAS 3's framework-agnostic capabilities for building neural networks and transformers across TensorFlow, PyTorch, and JAX platforms with advanced customization options.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Discover AI

Visualizing Data Integration Between ChatGPT and Enterprise Systems

Discover how to integrate enterprise data with ChatGPT through OpenAI plugins, vector stores, and semantic search capabilities, focusing on GPT-4's dynamic data flow and PostgreSQL integration.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Discover AI

Multi-Modal Transformer Agents Controlled by StarCoder - Building AI Systems Without LangChain

Explore how StarCoder orchestrates multi-modal transformer agents on HuggingFace Hub, enabling seamless connections between audio, visual, and text transformers for advanced AI applications.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Discover AI

Building RAG Systems: From Vector Embeddings to Self-Reflective CRAG - 5 Python Notebooks

Explore practical RAG implementations through 5 Python notebooks, from basic text embeddings to advanced self-reflective systems using LlamaIndex, Ollama, and ReAct Agent frameworks.

• YouTube
• 19 minutes
• Self-Paced
• Free Video

Discover AI

Exploring COHERE's CORAL: RAG-Enabled AI Systems and Playground Demo

Explore COHERE's new CORAL RAG implementation through hands-on demonstrations in their AI playground, featuring real-time experimentation with their latest LLM capabilities.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

Discover AI

AI Agents: Understanding LLM Systems and Task-Specific Tools - An Introduction

Discover the fundamentals of AI agents, their interaction with LLMs, and practical implementation methods in this beginner-friendly exploration of modern artificial intelligence.

• YouTube
• 15 minutes
• Self-Paced
• Free Video

Bogolyubov Institute for Theoretical Physics

Soliton Mechanism of Long-Range Electron Transport in Donor-Acceptor Systems Mediated by Polymers

Dive into advanced physics concepts exploring soliton-mediated electron transport mechanisms in donor-acceptor systems and their role in long-range charge transfer processes.

• YouTube
• 22 minutes
• Self-Paced
• Free Video