Sponsor of the Day:
Jerkmate
https://ai.google.dev/edge/litert/conversion/pytorch/genai
Convert PyTorch GenAI models for on-device inference | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/microcontrollers/overview
LiteRT for Microcontrollers | Google AI Edge | Google AI for Developers
google ai edgelitertmicrocontrollersdevelopers
https://ai.google.dev/edge/litert/android
LiteRT for Android | Google AI Edge | Google AI for Developers
google ai edgelitertandroiddevelopers
https://ai.google.dev/edge/litert/build/arm
Build LiteRT for ARM boards | Google AI Edge | Google AI for Developers
google ai edgebuild litertarm boardsdevelopers
https://ai.google.dev/edge/litert/next/dispatch
LiteRT Dispatch API for NPU Runtime Integration | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/pretrained_models
Pre-trained TensorFlow and Keras models for LiteRT | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/microcontrollers/python
Quickstart for Linux-based devices with Python | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/android/npu/overview
LiteRT delegate for NPUs | Google AI Edge | Google AI for Developers
google ai edgelitertdelegatenpusdevelopers
https://ai.google.dev/edge/litert/ios/gpu
GPU acceleration delegate for iOS | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/android/acceleration_service
Acceleration Service for Android (Beta) | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/build/overview
Build LiteRT models | Google AI Edge | Google AI for Developers
models google aibuild litertedgedevelopers
https://ai.google.dev/edge/eloquent
Google AI Edge Eloquent | Google AI for Developers
google ai edgeeloquentdevelopers
https://ai.google.dev/edge/litert/conversion/jax/overview
LiteRT JAX Support Overview | Google AI Edge | Google AI for Developers
overview google ailitertjaxsupportedge
https://ai.google.dev/edge?hl=it
Google AI Edge | Google AI for Developers
Introduzione a AI Edge
google ai edgedevelopers
https://ai.google.dev/edge/litert-lm
Google AI Edge | Google AI for Developers
google ai edgedevelopers
https://ai.google.dev/edge/api/mediapipe/swift/vision/Classes/NormalizedKeypoint
MediaPipeTasksVision Framework Reference | Google AI Edge | Google AI for Developers
google ai edgeframeworkreferencedevelopers
https://ai.google.dev/edge/litert/next/python
LiteRT CompiledModel Python API | Google AI Edge | Google AI for Developers
api google ailitertpythonedgedevelopers
https://ai.google.dev/edge/litert/libraries/modify/text_searcher
Text Searcher with TensorFlow Lite Model Maker | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/mediapipe/solutions/genai/llm_inference
LLM Inference guide | Google AI Edge | Google AI for Developers
guide google aillm inferenceedgedevelopers
https://ai.google.dev/edge/litert/microcontrollers/library
Understand the C++ library | Google AI Edge | Google AI for Developers
library google aiunderstandcedgedevelopers
https://ai.google.dev/edge/litert/conversion/tensorflow/quantization/post_training_float16_quant
Post-training float16 quantization | Google AI Edge | Google AI for Developers
quantization google aipost trainingedgedevelopers
https://ai.google.dev/edge/api
Google AI Edge API reference | Google AI for Developers
google ai edgeapi referencedevelopers
https://ai.google.dev/edge/litert/build/cmake_pip
Build LiteRT Python Wheel Package | Google AI Edge | Google AI for Developers
google ai edgebuild litertpythonwheelpackage
https://ai.google.dev/edge/mediapipe/framework
MediaPipe Framework | Google AI Edge | Google AI for Developers
google ai edgemediapipeframeworkdevelopers
https://ai.google.dev/edge/litert/conversion/tensorflow/ops_custom
Custom operators | Google AI Edge | Google AI for Developers
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https://www.edgeoftheweb.co.uk/technologies/react-native
React Native Developers | Edge of the Web
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https://ai.google.dev/edge/litert/next/cpp_sdk
Download and Integrate Prebuilt LiteRT C++ Binary | Google AI Edge | Google AI for Developers
google ai edgec binarydownloadintegrateprebuilt
https://ai.google.dev/edge/litert/next/custom_op_dispatcher
LiteRT Custom Op Dispatcher API | Google AI Edge | Google AI for Developers
api google ailitertcustomopdispatcher
https://ai.google.dev/edge/litert-lm/overview
LiteRT-LM Overview | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/quantization/post_training_integer_quant
Post-training integer quantization | Google AI Edge | Google AI for Developers
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https://www.doulos.com/training/ai-and-deep-learning/deep-learning/essential-edge-ai-for-embedded-developers/
Essential Edge AI for Embedded Developers
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https://ai.google.dev/edge/litert/android/java
LiteRT in Google Play services Java (and Kotlin) API | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/libraries/task_library/customized_task_api
Build you own Task API | Google AI Edge | Google AI for Developers
api google aibuildtaskedgedevelopers
https://developers.googleblog.com/bring-state-of-the-art-agentic-skills-to-the-edge-with-gemma-4/
Bring state-of-the-art agentic skills to the edge with Gemma 4 - Google Developers Blog
Google DeepMind introduces Gemma 4, a family of state-of-the-art open models designed for on-device agentic workflows. Learn how to leverage multi-step...
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https://ai.google.dev/edge/litert/android/gpu_native
GPU acceleration delegate with C/C++ API | Google AI Edge | Google AI for Developers
gpu acceleration delegateapi google aiedgedevelopers
https://ai.google.dev/edge/litert/android/metadata/codegen
Generate model interfaces using metadata | Google AI Edge | Google AI for Developers
google ai edgeusing metadatageneratemodelinterfaces
https://ai.google.dev/edge/litert/libraries/task_library/image_searcher
Integrate image searchers | Google AI Edge | Google AI for Developers
google ai edgeintegrateimagesearchersdevelopers
https://ai.google.dev/edge/api/mediapipe/python/mp/tasks/vision/InteractiveSegmenterOptions
mp.tasks.vision.InteractiveSegmenterOptions | Google AI Edge | Google AI for Developers
Options for the interactive segmenter task.
mp tasks visiongoogle ai edgedevelopers
https://ai.google.dev/edge/litert/conversion/tensorflow/build/best_practices
Performance best practices | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/build/cmake_arm
Cross compilation LiteRT with CMake | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/next/tensor_ml_terms
Terms and Conditions of Use | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/libraries/modify/text_classification
Text classification with TensorFlow Lite Model Maker | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/android/native
LiteRT in Google Play services C and C++ APIs | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/ops_version
LiteRT operator versions | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/next/qualcomm
Qualcomm NPU (AI Engine Direct) with LiteRT | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/libraries/task_library/text_searcher
Integrate text searchers | Google AI Edge | Google AI for Developers
google ai edgeintegratetextsearchersdevelopers
https://thenewstack.io/edge-computing-and-what-it-means-for-developers/
Edge Computing and What It Means for Developers - The New Stack
Nov 9, 2022 - Edge computing helps developers build faster, more reliable, and secure applications for increased return on investment.
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https://ai.google.dev/edge/litert/microcontrollers/get_started
Get started with microcontrollers | Google AI Edge | Google AI for Developers
google ai edgeget startedmicrocontrollersdevelopers
https://ai.google.dev/edge/litert/web/get_started
Get started with LiteRT.js | Google AI Edge | Google AI for Developers
google ai edgeget startedlitertjsdevelopers
https://ai.google.dev/edge
Google AI Edge | Google AI for Developers
google ai edgedevelopers
https://ai.google.dev/edge/litert/migration
Migrate to LiteRT from TensorFlow Lite | Google AI Edge | Google AI for Developers
google ai edgetensorflow litemigratelitertdevelopers
https://ai.google.dev/edge/litert/overview
LiteRT overview | Google AI Edge | Google AI for Developers
overview google ailitertedgedevelopers
https://ai.google.dev/edge/api/mediapipe/java/com/google/mediapipe/tasks/core/TaskOptions
TaskOptions | Google AI Edge | Google AI for Developers
google ai edgedevelopers
https://ai.google.dev/edge/litert/libraries/task_library/image_classifier
Integrate image classifiers | Google AI Edge | Google AI for Developers
google ai edgeintegrateimageclassifiersdevelopers
https://ai.google.dev/edge/litert/next/android_kotlin
LiteRT CompiledModel Kotlin API | Google AI Edge | Google AI for Developers
api google ailitertkotlinedgedevelopers
https://ai.google.dev/edge/api/mediapipe/python/mp/tasks/vision/PoseLandmarker
mp.tasks.vision.PoseLandmarker | Google AI Edge | Google AI for Developers
Class that performs pose landmarks detection on images.
mp tasks visiongoogle ai edgedevelopers
https://ai.google.dev/edge/ai-edge-portal
Google AI Edge Portal | Google AI for Developers
google ai edgeportaldevelopers
https://discord.com/invite/edgeimpulse
Edge Impulse Developers
A community of innovators, enthusiasts, and industry experts building the future of edge AI, together. | 1108 members
edge impulsedevelopers
https://ai.google.dev/edge/litert/next/npu
NPU acceleration with LiteRT | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/op_select_allowlist
Supported Select TensorFlow operators | Google AI Edge | Google AI for Developers
google ai edgesupportedselecttensorflowoperators
https://chapel-lang.org/blog/posts/7qs-champs/
7 Questions for CHAMPS Developers: Empowering Academic R&D to Create Cutting-Edge CFD Apps in Chapel
An interview with graduate students at Polytechnique Montréal about their experiences doing Computational Fluid Dynamics in Chapel
7 questionsempowering academiccreate cuttingchampsdevelopers
https://ai.google.dev/edge/litert/conversion/overview
Model Conversion | Google AI Edge | Google AI for Developers
google ai edgemodel conversiondevelopers
https://ai.google.dev/edge/litert/conversion/tensorflow/convert_tf
Convert TensorFlow models | Google AI Edge | Google AI for Developers
models google aiconverttensorflowedgedevelopers
https://ai.google.dev/edge/litert/libraries/task_library/nl_classifier
Integrate Natural language classifier | Google AI Edge | Google AI for Developers
google ai edgenatural languageintegrateclassifierdevelopers
https://ai.google.dev/edge/litert/next/gpu
GPU acceleration with LiteRT | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert?hl=zh-cn
LiteRT:高性能设备端机器学习框架 | Google AI Edge | Google AI for Developers
借助 Google 的高性能框架,在数十亿部设备上顺畅部署生成式 AI 和机器学习模型。
google ai edgedevelopers
https://ai.google.dev/edge/litert/libraries/task_library/text_embedder
Integrate text embedders. | Google AI Edge | Google AI for Developers
google ai edgeintegratetextembeddersdevelopers
https://ai.google.dev/edge/litert/libraries/modify
TensorFlow Lite Model Maker | Google AI Edge | Google AI for Developers
tensorflow lite modelmaker google aiedgedevelopers
https://ai.google.dev/edge/litert/models/measurement
Benchmark Interpreter API | Google AI Edge | Google AI for Developers
api google aibenchmarkinterpreteredgedevelopers
https://ai.google.dev/edge/litert/conversion/tensorflow/metadata_writer_tutorial
LiteRT Metadata Writer API | Google AI Edge | Google AI for Developers
api google ailitertmetadatawriteredge
https://ai.google.dev/edge/litert/conversion/tensorflow/quantization/post_training_quant
Post-training dynamic range quantization | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/next/litert_lm_npu
Run LLMs using LiteRT-LM | Google AI Edge | Google AI for Developers
google ai edgerun llmsusinglitertdevelopers
https://ai.google.dev/edge/litert/libraries/task_library/overview
TensorFlow Lite Task Library | Google AI Edge | Google AI for Developers
library google aitensorflow litetaskedgedevelopers
https://ai.google.dev/edge/litert/libraries/modify/object_detection
Object Detection with TensorFlow Lite Model Maker | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/metadata
Adding metadata to LiteRT models | Google AI Edge | Google AI for Developers
models google aiaddingmetadatalitertedge
https://ai.google.dev/edge/litert/android/gpu
GPU acceleration delegate with Interpreter API | Google AI Edge | Google AI for Developers
gpu acceleration delegateapi google aiinterpreteredgedevelopers
https://ai.google.dev/edge/litert/next/compiler_plugin
LiteRT Compiler Plugins | Google AI Edge | Google AI for Developers
google ai edgecompiler pluginslitertdevelopers
https://ai.google.dev/edge/litert/ios/coreml
LiteRT Core ML delegate | Google AI Edge | Google AI for Developers
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https://microsoftedge.microsoft.com/addons/detail/dailydev-the-homepage-/cbdhgldgiancdheindpekpcbkccpjaeb?hl=en-GB
daily.dev | The homepage developers deserve - Microsoft Edge Add-ons
Make Microsoft Edge your own with extensions that help you personalize the browser and be more productive.
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https://ai.google.dev/edge/litert/libraries/task_library/bert_question_answerer
Integrate BERT question answerer | Google AI Edge | Google AI for Developers
google ai edgeintegratebertquestiondevelopers
https://ai.google.dev/edge/mediapipe/solutions/vision/image_generator
Image generation guide | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/libraries/task_library/bert_nl_classifier
Integrate BERT natural language classifier | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/mediapipe/solutions/guide
MediaPipe Solutions guide | Google AI Edge | Google AI for Developers
guide google aimediapipesolutionsedgedevelopers
https://ubuntu.com/engage/microk8s-451research
Kubernetes: a secure, flexible and automated edge for IoT developers | Ubuntu
The factors for implementing Kubernetes successfully at the edge
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https://ai.google.dev/edge/litert/next/ats
LiteRT Accelerator Test Suite (ATS) | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert-lm/cli
LiteRT-LM CLI | Google AI Edge | Google AI for Developers
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https://ai.google.dev/edge/litert/conversion/tensorflow/quantization/quantization_spec
LiteRT 8-bit quantization specification | Google AI Edge | Google AI for Developers
google ai edge8 bitlitertquantizationspecification
https://developers.googleblog.com/on-device-function-calling-in-google-ai-edge-gallery/
On-Device Function Calling in Google AI Edge Gallery - Google Developers Blog
Discover FunctionGemma, Google's 270M parameter model for on-device function calling. Build fast, offline mobile agents with Google AI Edge. Try the demos now!
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https://ai.google.dev/edge/litert/android/metadata/overview
LiteRT inference with metadata | Google AI Edge | Google AI for Developers
google ai edgelitertinferencemetadatadevelopers
https://ai.google.dev/edge/api/tflite/python/tflite_support/task/vision
Module: tflite_support.task.vision | Google AI Edge | Google AI for Developers
TensorFlow Lite Task Library Vision APIs.
google ai edgetflite supportmoduletaskvision