Donato Capitella Courses

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Building LLM Applications Securely - Understanding Risks and Mitigation Strategies

Explore security risks and mitigation strategies for LLM applications and autonomous agents, covering prompt injection vulnerabilities, AI safety misconceptions, and practical defense mechanisms.

• YouTube
• 57 minutes
• On-Demand
• Free Video

Running Gemma 2B and Llama-2 7B with Model Quantization - A Hands-on Lab

Dive into practical implementation of Gemma 2B and Llama-2 7B models, exploring quantization techniques, prompting strategies, and hands-on deployment in Google Colab with free T4 GPU resources.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Fine-tuning DistilBERT for Sentiment Analysis of Restaurant Reviews - Lab 5.3

Master sentiment analysis through hands-on fine-tuning of DistilBERT, using PyTorch and HuggingFace to build a restaurant review classifier with practical implementation steps.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Adding Attention Mechanisms to Language Translation RNNs in PyTorch - Lab 4.8

Master PyTorch implementation of attention mechanisms in neural machine translation, from theory to practice. Build and visualize a Bahdanau-style attention model for enhanced translation performance.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Building an Encoder-Decoder RNN in PyTorch for English-Italian Translation

Master PyTorch implementation of encoder/decoder RNN for English-Italian translation, covering LSTM cells, bi-directional networks, and practical model evaluation based on Sutskever's research.

• YouTube
• 26 minutes
• On-Demand
• Free Video

RAG Advanced Techniques: Self-Query, Parent Document Retrieval, and HyDE

Dive into advanced RAG techniques including self-query retrieval, parent document strategies, and HyDE implementation, with hands-on labs using Langchain to enhance your LLM development skills.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Introduction to Retrieval Augmented Generation (RAG) with LLMs - Part 1

Dive into Retrieval Augmented Generation (RAG) fundamentals and build a practical system using Langchain, GPT-3.5, and ChromaDB to enhance LLM capabilities with external knowledge retrieval.

• YouTube
• 24 minutes
• On-Demand
• Free Video

Training MNIST Perceptron with PyTorch - Lab 3.4

Master PyTorch implementation of MNIST digit recognition through hands-on training, including data preparation, model development, and performance optimization techniques.

• YouTube
• 41 minutes
• On-Demand
• Free Video