Inferring Creativity - Rethinking the Nature of Creativity in the Age of Generative AI
Explore the nature of creativity and AI with GIPHY's VP of Machine Learning. Gain insights on generative models, product development, and the evolving AI landscape in this thought-provoking discussion.
Challenges Operationalizing Machine Learning and Solutions
Explore challenges and solutions in operationalizing ML systems. Learn about team dynamics, communication issues, and MLOps from an SRE/DevOps perspective. Gain practical guidance for adopting best practices in this evolving field.
Founding, Funding, and the Future of MLOps - MLOps Podcast Episode 200
Explore MLOps, AI-driven creativity, and the future of technology with Storia AI co-founder Mihail Eric. Gain insights on LLMs, image generation, and AI's impact across industries.
MLOps at the Crossroads - Challenges and Future Directions
Explore MLOps challenges, LLM applications, and industry trends with experts Patrick Barker and Farhood Etaati. Gain insights on tool adoption, OSS MLOps, and the future of AI implementation in various sectors.
RAG Has Been Oversimplified - Exploring Complexities in Retrieval Augmented Generation
Explore the complexities of Retrieval Augmented Generation (RAG) beyond its oversimplified portrayal. Gain insights into practical challenges and nuanced considerations for developers working with RAG systems.
How Data Platforms Affect Machine Learning and Artificial Intelligence - MLOps Podcast
Explore how data platforms impact AI and ML applications, covering foundations, design patterns, data quality, and team structures for effective ML implementation.
Micro Graph Transformer - Powering Small Language Models for Data Product Ecosystems
Explore specialist small language models using graph transformers to accelerate data product ecosystems. Learn about innovative approaches to building and deploying business-facing analytics efficiently.
LLM Evaluation: Challenges and Best Practices - MLOps Podcast #210
Explore LLM evaluation complexities, Phoenix library's role, and customized assessments in AI applications. Gain insights on fine-tuning, model selection, and production deployment for effective AI implementation.
Ads Ranking Evolution at Pinterest - From Logistic Regression to Deep Learning
Explore Pinterest's ads ranking evolution, from logistic regression to deep learning transformers, incorporating sequential signals and multi-task learning. Gain insights on overcoming challenges and advancing ML platforms.
Information Retrieval and Relevance: Vector Embeddings for Semantic Search
Explore vector embeddings for semantic search, learning techniques to create meaningful representations and apply them in information retrieval systems. Gain insights from an experienced technologist.
A Survey of Production RAG Pain Points and Solutions
Explore production challenges and solutions for Retrieval Augmented Generation (RAG) in LLM applications. Learn about pain points, evolving architectures, and strategies for building robust AI systems.
Managing Data for Effective GenAI Application - MLOps Podcast #216
Explore data management strategies for effective GenAI application with QuantumBlack AI experts. Learn about challenges, solutions, and best practices for scaling impact and improving data quality in organizations.
Anatomy of a Software 3.0 Company - AI in Production Keynote
Explore the design space of AI-native applications and learn Conviction's framework for assessing value, defensibility, and strategy in Software 3.0 companies.
Building the Next Generation of Reliable AI - Lessons and Predictions
Explore insights on developing reliable AI tools, learn from real-world experiences, and gain predictions on future AI tooling trends. Discover effective techniques and emerging breakthroughs in open-source AI development.
Charting LLMOps Odyssey - Navigating Large Language Model Operations
Navigate the iterative development of LLM applications, addressing unique challenges in LLMOps design. Learn strategies for overcoming obstacles and adapting to the evolving landscape of large language model operations.
From Research to Production: Fine-Tuning and Aligning LLMs
Learn essential steps for transitioning LLMs to production, focusing on fine-tuning and alignment strategies. Explore Supervised Fine-Tuning, RLHF, and DPO for effective LLM alignment with production goals.
The State of Production Machine Learning in 2024
Explore the challenges and best practices for deploying robust, scalable ML systems in production. Learn about key focus areas, recommended tools, and ecosystem insights for effective MLOps at scale.
Seeing Like a Language Model - Understanding Embeddings and Meaning in AI
Explore how language models process text and represent meaning through embeddings. Gain insights into building better retrieval-augmented LLM systems and designing natural interfaces for reading and writing.
GenAI in Production - Challenges and Trends - Lecture 224
Explore challenges and trends in Generative AI production, including model size, context windows, multimodality, and regulation. Gain insights from Gemini 1.0 vs 1.5 comparisons and industry expert Verena Weber's experiences.
Innovative Gen AI Applications: Beyond Text - MLOps Mini Summit 5
Explore innovative Gen AI applications beyond text, focusing on molecule discovery and call center optimization. Learn about chemical language models, RAG use cases, and efficient pipeline architectures.
The Rise of Modern Data Management - MLOps Podcast #226
Explore modern data management practices, including data contracts and observability, to improve handling and decision-making in the age of AI and cloud computing.