Once the MLTK is installed into the Python environment, it may be imported into a python script using:
import mltkOnce the MLTK is imported, it's various APIs may be accessed.
API Overview
The following provides a general overview of the MLTK Python API:
| Name | Description |
|---|---|
| Model Operations | Modeling operations such as profiling and training |
| MLTK Model | Provides the root object of a model specification |
| Tensorflow-Lite Model | Enables reading/writing .tflite model flatbuffer |
| Tensorflow-Lite Micro Model | Enables running .tflite models in the Tensorflow-Lite Micro interpreter |
| Keras Model | The model object used by Tensorflow during model training |
| Data Preprocessing | Dataset preprocessing utilities |
| Utilities | Common utilities |
| Reference Models | Pre-trained reference models |
| Reference Datasets | Datasets used by reference models |
Package Directory Structure
The MLTK Python package has the following structure:
| Name | Description |
|---|---|
| mltk | The root of the MLTK package |
| mltk.core | Core modeling utilities, see the Model Operations docs for more details |
| mltk.core.model | Provides the root object of a model specification, more details in the MLTK Model docs |
| mltk.core.preprocess | Data pre-processing utilities, see the Data Preprocessing docs for more info |
| mltk.core.tflite_model | Enables reading/writing .tflite model flatbuffers, more details in the TfliteModel docs |
| mltk.core.tflite_model_parameters | Enables read/writing custom parameters in a .tflite model flatbuffer |
| mltk.core.tflite_micro | Enables running .tflite models in the Tensorflow-Lite Micro interpreter, more details in the Tensorflow-Lite Micro Wrapper docs |
| mltk.core.keras | Helper scripts for the Keras API |
| mltk.utils | Common utility scripts, more details in the utilities docs |
| mltk.cli | MLTK Command-Line Interface (CLI) scripts |
| mltk.models | Reference models, more details in the Reference models docs |
| mltk.datasets | Reference datasets, more details in the Reference datasets docs |
.. toctree::
:maxdepth: 1
:hidden:
./operations/index
./mltk_model/index
./tflite_micro_model/index
./tflite_model/index
./keras_model
./data_preprocessing/index
./utils/index