Tools
Commercially licensed tools that you can slot in to your AI system design.
Some are open source, some are proprietary.
Some can be used to support multiple solutions and capabilities.
They all have tradeoffs and limitations, along the lines of any regular software service.
- $ cost
- time cost
- performance
- scalability
- observability
- ease of use
- ease of maintenance
- ease of deployment
Available tools and utilities:
- Vector Databases
- Vector Similarity Search
- Text Analytics APIs
- NLP Frameworks
- Search Engines
- Document Retrieval Systems
- Knowledge Base Systems
- Recommendation Engines
- Collaborative Filtering Libraries
- Content-based Filtering Tools
- Hybrid Recommendation Systems
- Machine Learning Libraries
- Deep Learning Frameworks
- Text Classification Tools
- Image Classification Tools
- Time Series Libraries
- Forecasting Frameworks
- Statistical Analysis Tools
- Predictive Modeling Platforms
- Graph Analytics Platforms
- Pattern Mining Tools
- Network Analysis Libraries
- Data Mining Frameworks
- 3D Vision Libraries
- Point Cloud Processing Tools
- Spatial Analysis Frameworks
- Scene Reconstruction Platforms