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- How machines learn to understand words: a guide to embeddings in NLP
- Prompt-based learning with Transformers
- Efficient Transformers II: knowledge distillation & fine-tuning
- Efficient Transformers I: attention mechanisms
- Deep hierarchical unsupervised intent modelling: getting value without training data
- Fixing annotating bias with Communications Mining
- Active learning: better ML models in less time
- It's all in the numbers - assessing model performance with metrics
- Why model validation is important
- Comparing Communications Mining and Google AutoML for conversational data intelligence
Communications Mining Developer Guide
Last updated Nov 7, 2024
Summary
All the available API routes are listed below.
| METHOD | URL | DESCRIPTION |
|---|---|---|
| GET | /api/v1/sources | Retrieve metadata about all accessible sources |
| GET | /api/v1/sources/<project> | Retrieve metadata about all sources in a project |
| GET | /api/v1/sources/<project>/<source_name> | Retrieve metadata about a source by name |
| GET | /api/v1/sources/id:<source_id> | Retrieve metadata about a source by id |
| PUT | /api/v1/sources/<project>/<source_name> | Create a source |
| POST | /api/v1/sources/<project>/<source_name> | Update a source |
| DELETE | /api/v1/sources/id:<source_id> | Delete a source by id |
| METHOD | URL | DESCRIPTION |
|---|---|---|
| GET | /api/v1/datasets | Retrieve metadata about all accessible datasets |
| GET | /api/v1/datasets/<project> | Retrieve metadata about all datasets in a project |
| GET | /api/v1/datasets/<project>/<dataset_name> | Retrieve metadata about a dataset by name |
| PUT | /api/v1/datasets/<project>/<dataset_name> | Create a dataset |
| POST | /api/v1/datasets/<project>/<dataset_name> | Update a dataset |
| DELETE | /api/v1/datasets/<project>/<dataset_name> | Delete a dataset by name |
| POST | /api/v1/datasets/<project>/<dataset_name>/export | Export a dataset by name |
| METHOD | URL | DESCRIPTION |
|---|---|---|
| POST | /api/v1/sources/<project>/<source_name>/sync | Create or update comments |
| POST | /api/v1/sources/<project>/<source_name>/sync-raw-emails | Create or update comments from raw emails |
| METHOD | URL | DESCRIPTION |
|---|---|---|
| GET | /api/v1/sources/<project>/<source_name>/comments/<comment_id> | Retrieve comment by ID |
| DELETE | /api/v1/sources/<project>/<source_name>/messages?id=<message_id0>[&id=<message_id1>...] | Delete comments by ID |
| METHOD | URL | DESCRIPTION |
|---|---|---|
| GET | /api/v1/datasets/<project>/<dataset_name>/labellers/<version>/validation | Get model statistics |
| POST | /api/v1/datasets/<project>/<dataset_name>/labellers/<version>/predict | Get predictions |
| POST | /api/v1/datasets/<project>/<dataset_name>/labellers/<version>/predict-comments | Get predictions by comment ID |
| POST | /api/v1/datasets/<project>/<dataset_name>/labellers/<version>/predict-raw-emails | Get predictions for raw emails |
| METHOD | URL | DESCRIPTION |
|---|---|---|
| GET | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name> | Get a stream by name |
| GET | /api/v1/datasets/<project>/<dataset_name>/streams | Get all streams |
| PUT | /api/v1/datasets/<project>/<dataset_name>/streams | Create a stream |
| PUT | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name>/exceptions | Tag an exception |
| POST | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name> | Update a stream |
| POST | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name>/fetch | Fetch comments from a stream |
| POST | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name>/advance | Advance a stream |
| POST | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name>/reset | Reset a stream |
| DELETE | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name> | Delete a stream |
| DELETE | /api/v1/datasets/<project>/<dataset_name>/streams/<stream_name>/exceptions | Untag an exception |
