Скачать с ютуб Community Series Part 3: Challenges of ML/AI Applications | Master Vector Embeddings with Weaviate в хорошем качестве

Community Series Part 3: Challenges of ML/AI Applications | Master Vector Embeddings with Weaviate

Part 3: Challenges of Industry ML/AI Applications at scale As machine learning and artificial intelligence are increasingly applied in real-world scenarios, scaling these systems brings unique challenges. This webinar delves into the complexities of deploying industry-grade ML/AI applications, with practical insights and demonstrations using Weaviate. What we will cover: Understand how ML/AI powers systems like secure internal search, recommendation engines, e-commerce platforms, and Retrieval-Augmented Generation (RAG). Learn about the underlying architecture and how to easily create these systems using Weaviate. Watch practical demos of real-world ML/AI applications, showcasing their development and functionality. Gain insights into emerging trends like AI agents, Generative Flow Learning (GFL), and their potential impact on scaling AI systems. #machinelearning #artificialintelligence #retrievalaugmentedgeneration #aiapplications ------- Table of Content: 00:00 Overview of AI in the Real World 01:16 Recap of Webinar 1: What is a Vector Embedding? 05:31 Recap of Webinar 2: What is Vector Search? 09:47 Search at Scale 15:03 Hybrid Search 22:39 Retrieval Augmented Generation (RAG) 23:55 Demo: Verba – Open Source RAG 36:49 E-Commerce with AI 39:22 Next Horizon: Agentic Architectures 42:03 Example: Elysia – Agentic RAG Framework 47:02 Query Augmentation and Decision Trees 49:22 Common Pitfalls in AI Implementation ------- 💼 Learn to build LLM-powered apps in just 40 hours with our Large Language Models bootcamp: https://hubs.la/Q01ZZGL-0 👉 Learn more about Data Science Dojo here: https://datasciencedojo.com/ 👉 Watch the latest video tutorials here: https://datasciencedojo.com/tutorials/ 👉 See what our past attendees are saying here: https://datasciencedojo.com/data-scie... -- At Data Science Dojo, we believe data science is for everyone. Our in-person data science training has been attended by more than 8000+ employees from over 2000+ companies globally, including many leaders in tech like Microsoft, Apple, and Facebook. -- 🔗 Subscribe to our newsletter for data science content & infographics: https://datasciencedojo.com/newsletter/