Natural Language Processing (NLP) with Pachyderm
Natural Language Processing (NLP) can benefit greatly from Pachyderm’s automated versioning and data driven pipelines.
As teams productionize and scale their efforts in NLP they often find that data tasks are a time consuming bottleneck. Pachyderm can help provide the data layer that automates data tasks across the entire ML lifecycle from preparation to experimentation and training, and finally to deployment.
See how LivePerson dramatically accelerated their NLP ML Lifecycle, or try a hands on Sentiment Analysis example for free on Pachyderm Hub.
Data Driven Automation
Automate your MLOps tool chain with data driven pipelines and data versioning.
- Automatically trigger pipelines when new data arrives
- Ability to process only new or changed data
- Code agnostic - supports any library or language
Rapidly process the largest unstructured and structured data sets
- Parallel processing that requires no code changes
- Scalable data versioning optimized to lower storage and compute costs
- Kubernetes native
Ensure reproducibility with automatic data versioning and immutable lineage
- Faster data debugging
- Ideal for meeting data governance requirements
- Ease compliance and audit tasks