Bitfount-Supported Algorithms
Algorithms dictate what type of task a Data Scientist is looking to execute. Bitfount requires specification of these algorithms to ensure a Data Scientist has the appropriate authorisation to execute them.
Bitfount currently supports the following algorithms, which are described in more technical detail in the API Reference:
| Algorithm | Description |
|---|---|
| Federated Training | Algorithm for training a model remotely and returning its updated parameters. |
| Evaluate | Algorithm for evaluating a model and returning metrics. |
| Train and Evaluate | Algorithm for training a model, evaluating it, and returning metrics. |
| Inference | Algorithm for running inference on a model and returning predictions. |
| ColumnAverage | Simple algorithm for taking the arithmetic mean of a column in a table. |
| SQL Query | Simple algorithm for running a SQL query on a table. |
| Private SQL Query | Enables the user to run a private SQL query using differential privacy by specifying epsilon and delta. |
| Compute Intersection RSA | Enables the user to compute the overlap between two datasets on encrypted data and return the result. |
| CSV Report | Saves the results of another algorithm as a CSV on the Pod. |
| Hugging Face Transformer Perplexity | Computes and returns the perplexity of a huggingface model on the Pod's text data. |
| Hugging Face Transformer Text Generation | Generates text using a huggingface model. Prompts can exist on the Pod or be sent dynamically by the Data Scientist. |
| Hugging Face Image Classification | Image Classification Algorithm for pre-trained HuggingFace models. |
| Hugging Face Image Segmentation | Image Segmentation Algorithm for pre-trained HuggingFace models. |
| Hugging Face Text Classification | Text Classification Algorithm for pre-trained HuggingFace models. |
| Hugging Face Zero Shot Image Classification | Zero Shot Image Classification Algorithm for pre-trained HuggingFace models. |
| Hugging Face TIMM Fine Tuning | Algorithm for fine-tuning Hugging Face image models from the TIMM library. |
| Hugging Face TIMM Inference | Algorithm for running inference on Hugging Face image models from the TIMM library. |
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