Donato Capitella Courses

Building a Two-Node AMD Strix Halo Cluster for LLMs with llama.cpp RPC - MiniMax-M2 and GLM 4.6

Master building a two-node AMD Strix Halo cluster for large language model inference using llama.cpp RPC, featuring 256GB unified memory and performance benchmarks.

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

Dual AMD Radeon 9700 AI PRO - Building a 64GB LLM/AI Server with Llama.cpp

Explore building a 64GB VRAM AI workstation with dual AMD Radeon 9700 AI PRO GPUs, covering hardware setup, Linux configuration with ROCm/Vulkan, and LLM performance testing.

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

Run Qwen Image and WAN 2.2 on Framework Desktop with Strix Halo - AMD AI Ryzen MAX+ 395 Full Guide

Master running Qwen Image and WAN 2.2 locally on Framework Desktop with AMD Strix Halo, covering setup, image/video generation, LoRA adapters, and diffusion model fundamentals.

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

VibeVoice Speech Generation and Voice Cloning on Framework Desktop with Strix Halo AMD AI Ryzen MAX+

Discover how to run Microsoft's VibeVoice locally on AMD Strix Halo for natural speech generation, voice cloning from short samples, and multi-speaker conversations with setup guides.

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

Running Large Language Models on AMD Strix Halo AI Ryzen MAX+ 395 - GLM 4.5-Air-106B and Qwen3-235B Tutorial

Discover how to run massive language models like Qwen3-235B and GLM 4.5-Air-106B on AMD Strix Halo systems using up to 128GB unified memory with proper kernel configuration and tuning.

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

Finetuning LLMs on Strix Halo - Full, LoRA, and QLoRA on Gemma-3, Qwen-3, and GPT-OSS-20B

Master local LLM finetuning on AMD Strix Halo using full-parameter, LoRA, and QLoRA techniques with Gemma-3, Qwen-3, and GPT-OSS-20B models through hands-on implementation.

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

Spikee: A Simple Prompt Injection Kit for Evaluation and Exploitation of LLMs

Explore Spikee, a powerful tool for evaluating and testing LLM security through prompt injection techniques, benchmarking capabilities, and comprehensive guardrail assessment frameworks.

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

Testing Prompt Injection in LLM Applications with Spikee - Part 3

Master prompt injection testing techniques for LLM applications using Spikee, from creating targeted datasets to executing attacks with Burp Suite Intruder and custom Python scripts.

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

Hacking and Securing LLM Applications - Understanding Browser Control Security Risks

Explore security vulnerabilities in LLM applications, focusing on browser and coding agents, with practical demonstrations of prompt injection attacks and essential mitigation strategies.

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

Multi-Chain Prompt Injection and Jailbreaking in LLM Applications - Security Testing and Defense Strategies

Explore advanced techniques for exploiting vulnerabilities in multi-chain LLM applications, including prompt injection methods, security testing approaches, and essential defensive strategies.

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

Faithfulness Checks and Hallucination Detection in RAG Pipelines - Lab Tutorial

Master techniques for evaluating and ensuring LLM response accuracy in RAG pipelines using tools like gpt4o-mini, Llama-index, RAGAS, and Azure's Groundedness API for reliable AI applications.

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

OpenAI CLIP for Zero-Shot Image Classification and Image Similarity - Lab Tutorial

Explore OpenAI CLIP's capabilities for zero-shot image classification and similarity, from local implementation using HuggingFace to deployment on Azure AI Studio with practical examples.

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

Building LLM Agents - PAL, ReAct, and LangChain Implementation Guide

Master building LLM agents using PAL and ReAct paradigms, implement custom solutions and Langchain framework, and explore various language models while learning function calling and operational loops.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Microsoft 365 Copilot Security Vulnerabilities and Attack Vectors

Delve into critical security vulnerabilities in Microsoft 365 Copilot, exploring prompt injection attacks, potential data breaches, and essential mitigation strategies for enterprise LLM applications.

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

Multi-Modal LLMs for Image, Sound and Video - Episode 6.3

Explore the architecture and implementation of multi-modal LLMs, focusing on Vision Transformers, contrastive learning techniques, and hands-on experience with Google's PaliGemma.

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