Embeddings Courses and Certifications

Data Science Dojo

Unlock the Power of Embeddings with Vector Search - Future of Data & AI - Data Science Dojo

Explore embeddings and vector search for unstructured data analysis. Learn to build semantic text and reverse image search systems using Milvus, with real-world applications and best practices.

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

Samuel Chan

Understanding Embeddings in Large Language Models - LlamaIndex and Chroma DB

Explore embeddings in LLMs, their role in AI-powered tools, and practical applications using LlamaIndex and Chroma db. Gain insights into representing data for advanced language processing.

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

Learn Embeddings and Vector Databases

Learn how to improve the accuracy and reliability of LLM-based apps by implementing Retrieval-augmented Generation (RAG) using embeddings and a vector database.

• Scrimba
• 1 hour 34 minutes
• On-Demand
• Paid Course

Google Cloud Tech

Unlocking Innovative Generative AI Use Cases with Text and Multimodal Embeddings

Explore innovative generative AI applications using text and multimodal embeddings, focusing on semantic search, recommender systems, and content classification.

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

Anyscale

Embeddings and Vectors: The Key to Production AI

Explore how teams program AI with data using embeddings and vectors, and learn about future approaches for building production AI applications.

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

echohive

Open Source Multi-Modal RAG with ChromaDB Using OpenCLIP Embeddings

Explore open-source multi-modal RAG system using ChromaDB and OpenCLIP embeddings. Learn implementation, code review, and get a preview of advanced coding techniques for AI-powered information retrieval.

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

SF Python

Embeddings - What They Are and Why They Matter

Discover how embeddings work in machine learning, from basic concepts to practical applications in semantic search and content relationships, with hands-on examples and implementation techniques.

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

Qdrant - Vector Database & Search Engine

FastEmbed - Fast and Lightweight Embedding Generation

Discover how to generate fast, efficient embeddings using FastEmbed library, exploring quantized models and ONNX Runtime for improved throughput and latency in Python applications.

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

Trelis Research

Embeddings vs Fine-Tuning - Part 1: Understanding and Implementing Embeddings

Explore embedding techniques for language models, including creation, implementation, and performance evaluation. Learn key concepts like semantic search, cosine similarity, and data preparation for optimal results.

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

MLOps.community

Embeddings and Retrieval for LLMs: Techniques and Challenges

Explore embedding-based retrieval for AI apps, including key limitations and mitigation techniques. Learn about Chroma, an open-source embedding database for LLM applications.

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

Discover AI

Evaluating LLM Embeddings for Information Retrieval and Multilingual Applications

Explore the latest evaluation of LLM embedding APIs, focusing on OpenAI and Cohere's performance in domain generalization and multilingual retrieval capabilities for information retrieval tasks.

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

ACM SIGPLAN

Embedding by Unembedding - Extending HOAS for Complex Semantic Domains

Explore a novel language development technique that extends HOAS, addressing limitations in semantic domains for open expressions, with applications in incremental computation and bidirectional languages.

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

Toronto Machine Learning Series (TMLS)

Troubleshooting Unstructured Data with Embeddings

Explore embedding techniques for troubleshooting unstructured data models, gaining insights into internal representations and improving ML workflows.

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

Building a Custom OpenAI Chatbot

Learn to build a custom Q&A bot using OpenAI's language processing capabilities, from data preparation to creating a functional chatbot that provides accurate and insightful answers.

• Udacity
• 1 week, 5-6 hours a week
• On-Demand
• Paid Course

Deep Learning Methods for Healthcare

13 ratings at Coursera

Explore deep learning methods for healthcare applications, covering embedding, CNNs, RNNs, and autoencoders. Gain practical experience through labs, assignments, and a large project with potential for publication.

• Coursera
• 22 hours
• On-Demand
• Free Online Course (Audit)