Adventures-in-TensorFlow-Lite
Neural network optimization notebooks
A collection of notebooks demonstrating various techniques for optimizing and quantizing neural networks using TensorFlow Lite
This repository contains notebooks that show the usage of TensorFlow Lite for quantizing deep neural networks.
171 stars
12 watching
34 forks
Language: Jupyter Notebook
last commit: almost 2 years ago
Linked from 1 awesome list
inferencemodel-optimizationmodel-quantizationon-device-mlpost-training-quantizationpruningquantization-aware-trainingtensorflow-2tensorflow-litetf-hubtf-lite-model
Related projects:
Repository | Description | Stars |
---|---|---|
sayakpaul/mirnet-tflite-trt | Converts MIRNet model into TensorFlow Lite and TensorRT models for image enhancement | 128 |
gee-community/ee-tensorflow-notebooks | Repository providing example notebooks for Deep Learning applications with TensorFlow and Earth Engine. | 75 |
ml-gde/e2e-tflite-tutorials | Tutorials and projects on building, deploying, and using TensorFlow Lite models for mobile applications | 133 |
dailystudio/tensorflow-lite-examples-android | Refactoring and rewriting official TensorFlow Lite examples for Android to improve quality and readability | 69 |
iglaweb/tfprofiler | An app for profiling and optimizing the performance of TensorFlow Lite models on mobile devices | 27 |
tensorflow/tfjs | An open-source JavaScript library for training and deploying machine learning models using WebGL acceleration. | 18,495 |
sunitroy2703/tensorflow-lite-kotlin-samples | An Android app repository showcasing various machine learning models and their implementations in Kotlin | 49 |
b3nk4n/tensorlight | A high-level framework for machine intelligence applications using TensorFlow. | 11 |
google-research/tf-slim | A lightweight library for defining and training neural networks in TensorFlow. | 372 |
neuralmagic/sparseml | Enables the creation of smaller neural network models through efficient pruning and quantization techniques | 2,071 |
rlan/notebooks | A runtime environment for machine learning via Jupyter notebooks. | 32 |
taehoonlee/tensornets | A collection of pre-trained neural network models with simple interfaces for easy integration into machine learning workflows. | 1,004 |
datacanvasio/hyperkeras | An AutoDL tool for optimizing neural networks and hyperparameters on TensorFlow and Keras | 30 |
intel/neural-compressor | Tools and techniques for optimizing large language models on various frameworks and hardware platforms. | 2,226 |
jeankossaifi/tensorly-notebooks | Tutorials and examples on tensor learning with Python implementations using various deep learning frameworks | 429 |