Evaluating LLMs and RAG Pipelines at Scale
Explore techniques for evaluating Large Language Models and RAG pipelines in production, focusing on Valor, an open-source evaluation service for rigorous real-world testing.
Deploying GenAI Applications to Enterprises: Custom Evaluation Models and LLMOps Workflow - MLOps World
Explore challenges and solutions in deploying conversational AI to enterprises, focusing on accuracy optimization, LLMOps workflows, and infrastructure requirements for scalable implementation.
Making Enterprise GenAI Safe and Effective - Tools and Approaches
Explore tools and approaches for safe, effective enterprise GenAI deployment, including finetuning, moderation guardrails, and sidecar systems for automated compliance.
Reproducibility and Data Version Control for LangChain and LLM/OpenAI Models
Explore reproducibility and data version control for LangChain and LLM/OpenAI models using lakeFS. Learn to manage large datasets efficiently and achieve reproducibility in LLM applications.
Prompt Engineering Tips for Midjourney and Better AI Art
Master 15 essential prompt engineering tips to enhance your Midjourney AI art creation skills, from prioritizing keywords to exploring styles and optimizing formulas for better results.
LLMOPS: Training a Small LLM (GPT-2) - Machine Learning and Data Science
Explore training a small LLM (GPT2) locally, understanding challenges and limitations of LLM development for individuals and small teams.
The Mathematics of Scaling Laws and Model Collapse in AI
Explore the mathematics behind AI scaling laws and model collapse, focusing on the shift from linear to flattened performance relationships in large language models.
Introducing Swarm: OpenAI's Groundbreaking Agent Framework with Code Examples
Explore OpenAI's Swarm framework through code examples, learning concepts and applications for multi-agent systems. Gain insights into routines, agent handoffs, context injection, and function calling.
AI Agents and Tools in Action - Demos and Tutorials
Explore cutting-edge AI demos and tutorials on agent collaboration, RAG systems, game development, and voice transcription. Master advanced techniques in Python, OpenAI API, and Claude AI.
The World Is Worth How Many APIs? A Thought Experiment
Explore a thought experiment on the number of APIs needed for versatile AI agents in physical environments, using wikiHow tutorials to induce and analyze a rich action space.
Using Multiple LLMs in Java with Spring AI
Integrate multiple LLMs in Java using Spring AI. Learn to configure and utilize OpenAI's GPT-4 and Anthropic's Claude 3.5 Sonnet in a single Spring Boot project.
Physics 4A - Problem Solving with ChatGPT 4.0 - Set 7
Enhance problem-solving skills in physics using ChatGPT 4o, focusing on Set 7 exercises from a college-level course.
OpenAI Fine-tuning vs Distillation - Techniques and Implementation
Explore OpenAI fine-tuning and distillation techniques using a free Colab notebook. Learn to generate datasets, run fine-tuning, and evaluate models for improved AI performance.
Evaluating Fairness in ChatGPT - OpenAI Research Overview
Explore OpenAI's latest research on assessing fairness in ChatGPT, gaining insights into AI ethics and evaluation methodologies for large language models.
Let Me Do It For You: Towards LLM Empowered Recommendation via Tool Learning
Explore LLM-empowered recommendation systems through tool learning, enhancing personalized suggestions and user experiences in information retrieval.
LLaRA: Large Language-Recommendation Assistant
Explore LLaRA, a novel approach integrating large language models with recommender systems for enhanced personalization and user interaction.
Deep Learning on Electronic Health Records: Unlocking the Power of Clinical Data - Lecture 1
Unlock the power of EHR data using deep learning NLP. Explore frameworks for extracting clinical information, leveraging pretrained transformer models, and addressing challenges in applying language models to healthcare data.
RAG++: From POC to Production - Advanced Techniques and Implementation
Explore advanced RAG techniques, from basic concepts to production-ready implementations, in this comprehensive guide to enhancing AI-powered information retrieval systems.
Text Classification: AI Techniques and Real-World Applications
Discover AI-powered text classification techniques for spam detection, sentiment analysis, and topic categorization, exploring real-world business applications and best practices.
Extracting Structured Information from PDFs with LangChain and Gemini Pro
Explore techniques for extracting structured data from PDFs using LangChain, Gemini Pro 1.5, and Pydantic. Learn to leverage machine learning for efficient information retrieval and processing.
Exploring the Impact of Agentic Workflows - MLOps Podcast Episode 268
Dive into the world of AI agents in production with insights on deployment strategies, real-world applications, and practical advice for integrating AI into everyday systems while maintaining human oversight.