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#Similarity Search

Showing: 32 courses
MLOps World: Machine Learning in Production

Personalized Recommendations and Search with Retrieval and Ranking at Scale - Hopsworks Workshop

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Implement personalized recommendations using retrieval and ranking architecture with two-tower embedding models. Learn offline and online infrastructure for scalable, low-latency systems on Hopsworks platform.
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1 Lesons
2 hours 1 minute
On-Demand
Free-Video
James Briggs

Traditional Methods for Similarity Search - Jaccard, W-Shingling, Levenshtein

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Explore three traditional similarity search methods: Jaccard Similarity, w-shingling, and Levenshtein distance. Learn their applications in language comparison and document matching for effective search engines.
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1 Lesons
25 minutes
On-Demand
Free-Video
James Briggs

IndexLSH for Fast Similarity Search in Faiss

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Explore fast similarity search using IndexLSH in Faiss. Learn efficient implementation techniques for large-scale data retrieval and comparison in AI applications.
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1 Lesons
19 minutes
On-Demand
Free-Video
James Briggs

Choosing Indexes for Similarity Search - Faiss in Python

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Explore Faiss indexes for efficient similarity search, comparing Flat, LSH, HNSW, and IVF to optimize performance in large-scale datasets. Learn to choose and implement the best index for your needs.
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9 Lesons
32 minutes
On-Demand
Free-Video
James Briggs

FAISS - Introduction to Similarity Search

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Explore efficient similarity search with Facebook AI Similarity Search (FAISS). Learn implementation, options, and how FAISS enhances semantic search speed.
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12 Lesons
32 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Natural Language Processing with Qdrant for Vector Similarity Search

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Master vector similarity search using Qdrant to create embeddings from text data, perform contextual searches, and build recommendation systems for enhanced natural language processing applications.
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1 Lesons
43 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Getting Started with Qdrant - Introduction to Vector Database and Similarity Search

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Master vector similarity search using Qdrant to build semantic search and recommendation systems through hands-on practice with sample datasets and practical implementations.
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1 Lesons
24 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Qdrant Vector Database and Search Engine Implementation in Rust

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Dive into vector database technology with Qdrant, exploring its architecture, implementation in Rust, and applications in similarity search, matching, and recommendations systems.
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1 Lesons
44 minutes
On-Demand
Free-Video
Qdrant - Vector Database & Search Engine

Embeddings and Similarity Search with Qdrant Vector Database

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Explore vector embeddings and similarity search concepts through hands-on demonstrations using Qdrant database, with practical examples for implementing efficient search solutions.
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4 Lesons
12 minutes
On-Demand
Free-Video
Linux Foundation

Enhancing Apache Cassandra Drivers with Vector Support

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Explore vector support integration in Python, Java, and NodeJS drivers for Apache Cassandra, enabling similarity search and AI applications. Gain insights into technical challenges and future implications.
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1 Lesons
32 minutes
On-Demand
Free-Video
echohive

GPT-4 Codes Near Perfect Langchain Code Using Vector DB from Documentation

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Learn to crawl documentation, extract code, create datasets, and generate Langchain applications using GPT-4. Explore advanced techniques for embedding, similarity search, and AI-powered code generation from simple descriptions.
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8 Lesons
31 minutes
On-Demand
Free-Video
Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Finding Relevant Items Using Approximate Nearest Neighbor Search Algorithms

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Explore algorithms for nearest neighbor search, from KD-Trees to modern approaches like HNSW and IVF-PQ, understanding their applications and performance tradeoffs.
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7 Lesons
22 minutes
On-Demand
Free-Video
echohive

Gemini and GPT Sales Agents with RAG - Comparison and Implementation

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Explore Gemini and GPT capabilities for building AI sales agents with retrieval-augmented generation, including code demonstrations and practical comparisons.
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8 Lesons
27 minutes
On-Demand
Free-Video
James Briggs

Locality Sensitive Hashing for Search with Shingling + MinHashing - Python

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Learn efficient similarity search using Locality Sensitive Hashing (LSH) with shingling and MinHashing techniques in Python. Explore implementation steps, from data preprocessing to LSH tuning, for approximate nearest neighbor search.
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9 Lesons
27 minutes
On-Demand
Free-Video
echohive

QA Chat with a Website - OpenAI Embeddings Tutorial: Use GPT-3 API and OpenAI ADA-2 Embeddings

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Learn to create a QA chatbot using OpenAI embeddings and GPT-3 API. Convert website content for similarity search, set up the environment, and implement the system step-by-step.
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9 Lesons
16 minutes
On-Demand
Free-Video

Search with Vectors - Simon Hughes

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Explore vector-based search techniques and their applications in modern information retrieval systems for improved accuracy and efficiency.
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1 Lesons
48 minutes
On-Demand
Free-Video
Krish Naik

End-to-End LLM Project: Langchain with Pinecone Vector Database

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Learn to build an end-to-end LLM project using Langchain and Pinecone vector database. Covers data processing, vector creation, database operations, and similarity search implementation.
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7 Lesons
36 minutes
On-Demand
Free-Video
Data Science Dojo

Vector Embeddings for Semantic Search Made Easy with Practical Tips

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Explore vector embeddings for semantic search, learning techniques to create meaningful representations, efficient similarity search algorithms, and practical strategies for enhanced information retrieval.
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1 Lesons
59 minutes
On-Demand
Free-Video
James Briggs

Hugging Face Datasets - Dataset Builder Scripts for Beginners

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Learn to create and manage dataset builder scripts for Hugging Face, including download management, Apache Arrow datatypes, and integration with popular machine learning frameworks for efficient model training and fine-tuning.
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9 Lesons
23 minutes
On-Demand
Free-Video
Data Science Conference

Similarity Search - Taking Your Search Engine to the Next Level

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Dive into advanced similarity search techniques and AWS services for enhancing search engine capabilities, understanding observability, monitoring, and telemetry implementation.
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1 Lesons
26 minutes
On-Demand
Free-Video
Scalable Parallel Computing Lab, SPCL @ ETH Zurich

Co-design Hardware and Algorithm for Vector Search

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Explore hardware-algorithm co-design for efficient vector search on FPGAs, enhancing performance in large-scale information retrieval and machine learning systems.
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1 Lesons
25 minutes
On-Demand
Free-Video
Conf42

Vector Databases 101 - How Do They Work?

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Explore vector databases' functionality, applications, and architecture. Learn about similarity search, indexing techniques, and real-world use cases in machine learning and AI.
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13 Lesons
31 minutes
On-Demand
Free-Video
NashKnolX

Using Vector Databases with LLMs - Part One

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Explore vector databases for LLMs, enhancing audio and visual data processing, recognition, and search capabilities.
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1 Lesons
50 minutes
On-Demand
Free-Video
MLOps.community

Using Vector Databases: Practical Advice for Production - LLMs in Prod Conference

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Explore vector databases for LLMs in production. Learn design patterns, context retrieval, feature injection, and common pitfalls. Gain practical insights for efficient deployment and management.
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14 Lesons
30 minutes
On-Demand
Free-Video
MLOps.community

RAG Has Been Oversimplified - Exploring Complexities in Retrieval Augmented Generation

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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.
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22 Lesons
49 minutes
On-Demand
Free-Video
Pinecone

Pinecone Vector Database - Building Knowledgeable AI

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Discover vector databases for AI, explore Pinecone's features, and learn implementation through a live demo to enhance your AI projects with efficient data management.
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1 Lesons
56 minutes
On-Demand
Free-Video
Weights & Biases

RAG for Code Generation - AI Hacker Cup Example

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Explore advanced LLM-powered competitive programming using RAG for code generation. Learn to design robust architectures, implement AST-based similarity search, and enhance few-shot learning for AI agents.
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1 Lesons
52 minutes
On-Demand
Free-Video
Simons Institute

A Bi-metric Framework for Fast Similarity Search

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Explore a novel bi-metric framework for efficient nearest neighbor search, combining accurate but costly ground-truth metrics with faster proxy metrics to optimize data structures and query procedures.
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1 Lesons
38 minutes
On-Demand
Free-Video
CMU Database Group

Qdrant: Open Source Vector Search Engine and Vector Database

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Explore Qdrant, an open-source vector search engine and database. Learn its architecture, capabilities, and applications in machine learning and information retrieval.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
CMU Database Group

Milvus: A Purpose-Built Vector Data Management System

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Explore Milvus, a purpose-built vector data management system, and its applications in efficient similarity search and AI-powered data analysis.
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1 Lesons
1 hour
On-Demand
Free-Video
Eclipse Foundation

Vector Databases: A New Search Paradigm - OCX 2024

0 rewiews
Explore how vector databases revolutionize information search through multidimensional data representation, with hands-on examples using Milvus, Weaviate, and Neo4J for enhanced data analysis.
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1 Lesons
35 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Neural Machines: From Fruit Flies to Embedded Devices

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Explore neural machines through biological and artificial systems, from fruit fly olfactory architectures to low-power embedded devices, revealing innovative approaches to lifelong learning and adaptation.
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1 Lesons
49 minutes
On-Demand
Free-Video