awesome-generative-ai-guide
A one stop repository for generative AI research updates, interview resources, notebooks and much more!
Implement knowledge graphs for advanced RAG systems by storing data as triples, querying subgraphs with Cypher in LangGraph, and prompting LLMs for verifiable, grounded outputs.
Best Practices for Red Teaming LLM Applications: A 7-Step Security FrameworkMaster red teaming LLM applications with a 7-step security framework. Discover prompt injection, memory poisoning, and tool exploitation vulnerabilities before deployment. Enhance your AI security now.
How to Build Multimodal RAG Systems with ColPali and Qwen-2: A Complete Implementation GuideBuild multimodal RAG systems leveraging Qwen-2-VL and ColPali. Implement late-interaction retrieval with FAISS for visual and textual content. Get answers from combined data.
Key Techniques for Prompt Engineering with LLMs: From Chain-of-Thought to ReActMaster key techniques for prompt engineering with LLMs like Chain-of-Thought and ReAct. Explore a five-layer architecture for advanced AI prompting and reasoning.
Best Tools for LLM Fine-Tuning: Llama Factory vs Hugging Face PEFTDiscover the best tools for LLM fine-tuning comparing Llama Factory's rapid CLI prototyping with Hugging Face PEFT's granular Python control for efficient training.
How to Fine-Tune DeepSeek Models on Custom Datasets: A Complete GuideLearn to fine-tune DeepSeek models on your custom datasets efficiently using JSONL data and PEFT/LoRA techniques. Adapt powerful AI models with minimal GPU memory.
Differences Between PEFT, LoRA, and QLoRA for Parameter-Efficient Fine-TuningUnderstand the differences between PEFT, LoRA, and QLoRA for parameter-efficient fine-tuning. Learn how LoRA uses low-rank matrices and QLoRA quantizes models for efficient memory use.
How to Implement Voice Assistants Using Whisper and LLaVA: A Complete Multimodal GuideBuild a voice assistant using Whisper and LLaVA. Transcribe speech with Whisper and enable multimodal understanding with LLaVA for advanced command processing. Get started today.
Security Considerations for Agentic AI Systems: OWASP Top 10 Defense GuideDefend agentic AI systems against OWASP Top 10 risks like prompt injection. Learn about guardrails, permissions, and auditability for robust security.
How to Build a Production RAG App with Open-Source Models and GroqBuild a production RAG app with open-source models and Groq. Learn a four-layer architecture for sub-millisecond inference using FastAPI and LangChain or LlamaIndex.
Best Practices for LLM Observability and Monitoring in ProductionMaster LLM observability and monitoring in production. Implement trace IDs, comprehensive logging, expose metrics, and automate alerts for latency, cost, and hallucinations. Ensure robust LLM deployments.
How to Implement Text-to-Music Generation with Meta's MusicGenLearn to implement text-to-music generation with Meta's MusicGen. This guide explores the Audiocraft library for creating high-fidelity audio from text prompts.
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