Introducing TensorFlow Lite (Coding TensorFlow)




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In this episode of Coding TensorFlow, Laurence Moroney, Developer Advocate for TensorFlow at Google, introduces us to TensorFlow Lite and its functions. You’ll learn all about the model structure for TensorFlow Lite, and the various tools that are available for you to get your models ready for mobile.

“Introduction to TensorFlow Lite” article → https://goo.gl/8GsJVL

Subscribe to the channel to catch new episodes of Coding TensorFlow → https://goo.gl/ht3WGe
Watch more Coding TensorFlow episodes here → https://goo.gl/cezxSW

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Comment List

  • TensorFlow
    January 13, 2021

    can i use tensorflow lite for object detection in Micro-controller like (ESP32)which has a IOT..?

  • TensorFlow
    January 13, 2021

    I am learning Tensorflow because I have a problem and I want to find a solution to that.
    In our fields in Pakistan there is a certain type of plant that grows with field of Peas. If you harvest the field by machine that plant also gets crushed and ruins the taste of peas thus plucking needs to be by hand. I want to develop a bot that will pluck it out using a robotic hand and camera. I know it is extremely difficult but every challenge is fun for me. Even if I fail miserably I am sure I will learn amazing stuff.

  • TensorFlow
    January 13, 2021

    1. I want to train my model using Bidirectional LSTM. So is that possible conversion of TensorFlow to TensorFlow lite?

    2. Can TFlite model be used only on Android applications? Can I use this model on Server side for making predictions in order to improve the response time?

    Thanks

  • TensorFlow
    January 13, 2021

    is frozen graph deprecated in tensorflowjs ?

  • TensorFlow
    January 13, 2021

    I have used mobilenet model to train and then converting to tflite. But it's not working on android giving the error of mismatched output array can you help on this?

  • TensorFlow
    January 13, 2021

    Thanks for the video. I am struggling with the input and output arrays. what are the values it holds? I checked it in Tensorflow website but couldn't get a proper answer.

  • TensorFlow
    January 13, 2021

    Can we Use Camera Api instead of Camera2 Api android ?

  • TensorFlow
    January 13, 2021

    Hy Nice Tutorial , I have a Interesting Question

    I made a Tensorflow Lite Model and Tested on " Real Time TF LITE CLASSIFICATION DEMO APP " and its result are pretty good.
    BUT

    When I make a app using CAMERA INTENT , which classify only one pic at the time it gives very bad result ? ( i used the same image classifier code ) Why is it so that real time classification gave good results as compare to single camera Intent Picture ?

    Waiting for your Kind Answer.

  • TensorFlow
    January 13, 2021

    #AskTensorFlow
    When comparing TF to TF-lite, with regards to accuracy and required computation power, one would assume that TF would win the prior and TF-lite would win the latter. My question is how big is this tradeoff? i.e. when converting from TF to TFL, how much accuracy is lost compared to how much less compute power is needed? In particular regarding devices such as PC, RPi, and an average Android device.

  • TensorFlow
    January 13, 2021

    I want to train my custom model using the pretained model " mobilenet_v1_0.5_128 " / " mobilenet_v1_1.0_224 " from tensorflow downloaded at: download.tensorflow.org/models/mobilenet_v1_2018_08_02/mobilenet_v1_1.0_224.tgz which will make it easier for me to convert it to .tflite later

    Where can I find the right config file matched to those models (or to one of them)? Because when I use some config files from the tensorflow official github repository, when launching the training I got the following error: ValueError: No variables to save

  • TensorFlow
    January 13, 2021

    Help me to get started with Tensor flow Lite.

  • TensorFlow
    January 13, 2021

    Could you do a video about importing pretrained machine learning models in python to the browser

  • TensorFlow
    January 13, 2021

    Can we already convert RNN/LSTM to tensorflow lite? I have TF 1.8.0, and I always get an error when I try to convert my LSTM graph

  • TensorFlow
    January 13, 2021

    does TFLITE support LSTM RRN?

  • TensorFlow
    January 13, 2021

    Will Toco be supported on Windows machine?

  • TensorFlow
    January 13, 2021

    Is there other type of machine learning tasks that we can do in Tensorflow Lite( or Tensorflow Mobile) other than image classification.I mean in Android platform….
    #AskTensorflow

  • TensorFlow
    January 13, 2021

    Hi everyone,
    I was guessing if there's any chance i could export a model from keras to tensorflow-lite.
    basically i would like to implement the Keras retinanet on android.

    thanks
    #AskTensorFlow

  • TensorFlow
    January 13, 2021

    Respected sir ,
    How can I install tensorflow on pi and how can I run yolo on raspberry pi ? Any resource link for that ?

  • TensorFlow
    January 13, 2021

    why used tensor flow lite version on android or iOS ,tenser flow fully supported an android device

  • TensorFlow
    January 13, 2021

    also for tensorflow js using pre trained model object detection

  • TensorFlow
    January 13, 2021

    #AskTensorFlow Any tutorials for building a recommendation system using Firestore + Tensorflow? #AskFirebase

  • TensorFlow
    January 13, 2021

    Can i include tensorflow models in flutter app?

  • TensorFlow
    January 13, 2021

    Really excited about this.

  • TensorFlow
    January 13, 2021

    Would be great if you create a course very basic of machine learning :).

  • TensorFlow
    January 13, 2021

    Hello dear nice to see you again 😊 I am so excited to implement on my website if possible 😎

  • TensorFlow
    January 13, 2021

    Do I need to learn core TensorFlow before learning lite version?

  • TensorFlow
    January 13, 2021

    Nice!

  • TensorFlow
    January 13, 2021

    May I know what is the watch you are wearing? 🙂

  • TensorFlow
    January 13, 2021

    #AskTensorFlow Could you please put up a playlist of videos that help developers start from scratch (no idea of what models are, how to determine which model to use, how to use models with Tensorflow and integrate with an app or website, various features, pros and cons of Tensorflow). Thanks

  • TensorFlow
    January 13, 2021

    Great !

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