Resources and Tools
This appendix provides curated resources for continued learning and implementation.
Open Source Tools and Libraries
Embedding Generation
- [Tool Name]: [Description and link to be added]
- [Tool Name]: [Description and link to be added]
Vector Databases
- [Database Name]: [Description and link to be added]
- [Database Name]: [Description and link to be added]
Training Frameworks
- [Framework Name]: [Description and link to be added]
- [Framework Name]: [Description and link to be added]
Evaluation and Benchmarking
- [Tool Name]: [Description and link to be added]
- [Tool Name]: [Description and link to be added]
Commercial Platform Evaluations
Enterprise Vector Databases
[Detailed evaluations to be added]
Managed Embedding Services
[Detailed evaluations to be added]
MLOps Platforms
[Detailed evaluations to be added]
Research Papers and Publications
Foundational Papers
- [Paper citations to be added]
Recent Advances
- [Paper citations to be added]
Domain-Specific Applications
- [Paper citations to be added]
Community Resources and Forums
Online Communities
- [Community Name]: [Description and link to be added]
- [Community Name]: [Description and link to be added]
Conferences and Events
- [Conference Name]: [Description and link to be added]
- [Conference Name]: [Description and link to be added]
Certification Programs
Available Certifications
- [Certification Name]: [Description and link to be added]
- [Certification Name]: [Description and link to be added]
Training Courses
- [Course Name]: [Description and link to be added]
- [Course Name]: [Description and link to be added]
Datasets for Practice
Public Datasets
- [Dataset Name]: [Description and link to be added]
- [Dataset Name]: [Description and link to be added]
Benchmark Datasets
- [Dataset Name]: [Description and link to be added]
- [Dataset Name]: [Description and link to be added]