Getting AI to Do the Unexpected - Exploring LLM Vulnerabilities and Defenses
Explore LLM vulnerabilities, attacks, and defenses. Learn about prompt injections, output handling, and jailbreaking. Discover secure practices for AI implementation and see real-world examples.
LLMs and AWS: Observability Maturity from Foundation to AIOps
Explore LLM observability maturity in AWS, from foundational concepts to advanced AIOps, covering metrics, performance, security, and best practices for effective implementation.
The Future of Application Development - Cloud Native Summit
Explore Kappa architecture, stream processing, and LLM integration for innovative application development. Learn to build scalable systems leveraging real-time data and AI capabilities.
How Far is the Empire State Building from the Eiffel Tower? Semantic Vectors in Travel Discovery - Haystack US 2023
Explore semantic vector applications in travel marketplaces for improved recommendations, ranking, and ad optimization. Learn about evolving algorithms and practical advice for implementation.
Building Recommendation Systems with Vector Search - Women of Search
Explore building recommendation systems using vector search, focusing on Ref2Vec for user representation and bipartite graphs for user-product connections. Learn to enhance e-commerce experiences through advanced search techniques.
Graphs and Transformers - Exploring the Next AI Frontiers
Explore the evolution of deep learning models, focusing on graphs and transformers as fundamental building blocks in modern AI architectures for natural language, protein research, and image generation.
Accelerating Data Intensive ML Applications with the Graphcore IPU
Explore how Graphcore's Intelligence Processing Unit accelerates AI development, focusing on BERT optimization and implementation using Spell's Cloud MLOps platform and HuggingFace tools.
A User Guide to Transformers
Explore practical applications of transformers with minimal examples for various scenarios, enhancing your understanding of this innovative data analysis tool.
5 Pitfalls of Large Language Models in Production and How to Solve Them
Uncover challenges and strategies for managing Large Language Models in production. Learn to detect hallucinations, minimize risks, and optimize performance through continuous monitoring and AI observability.
Vector and Hybrid Search with Elasticsearch
Explore vector and hybrid search in Elasticsearch, covering classic search limitations, models, implementation, and integration with LLMs like ChatGPT for enhanced data retrieval.
Building Intelligent Systems with MoE, Multimodality, and Crowd of Agents
Explore advanced AI systems using MoE, multimodality, and agent crowds. Learn techniques for building composite intelligent systems beyond single algorithms or models.
Prompt Engineering - Chat with Confidence and Build AI Solutions
Discover best practices for prompt engineering, learn to chat confidently with LLMs, and explore AI solution examples in this introductory-level talk.
Improving Complex RAG Systems and Achieving No-Regret, Lightning-Fast Deployment Iterations of LLMs
Enhance RAG systems and deploy LLM applications rapidly using AWS lambda aliases. Learn to evaluate production systems and overcome LLM limitations for safer, faster iterations.
An AI-Powered Journey to Learning Python
Explore how AI tools like GitHub Copilot and ChatGPT can enhance the process of learning Python, with insights and stories to apply to your own tech learning journey.
Red Teaming Language Model Detectors with Language Models
Explore strategies to compromise LLM detectors using synonym replacement and instructional prompts, revealing vulnerabilities in text detection systems and emphasizing the need for robust safeguards.
Tips and Tricks for Intentional Text-to-Image Generation
Explore creative ML evolution in arts, observing model biases and future impacts on creative fields and popular culture through an artist's reflective perspective.
Development of Machine Learning Methods to Improve ESG Scores and Responsible Investment Decisions - Part 1
Explore machine learning methods for improving ESG scores and responsible investment decisions. Learn to extract and analyze ESG information from company disclosures using NLP techniques.
Fast Language Generation by Finetuning Pretrained Transformers
Explore efficient language generation by converting pretrained transformers to RNNs, improving speed without sacrificing accuracy through a swap-then-finetune approach.
Prompt Engineering: 7 Tricks to Solve Problems with AI - Part 4
Master prompt engineering techniques to enhance AI problem-solving. Learn 7 key tricks and explore practical applications using LangChain for building AI-powered solutions.
Cancer Drug Discovery AI Agentic Workflow R&D
Explore AI agentic workflows for cancer drug discovery, leveraging advanced automation techniques to enhance compound lead generation and streamline the R&D process.
Neurosymbolic AI: Combining Large Language Models with Symbolic Methods
Explore neurosymbolic AI's potential in story generation and D&D gameplay. Discover how combining neural networks with symbolic methods enhances AI robustness and improves accessible communication.