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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can i use tensorflow lite for object detection in Micro-controller like (ESP32)which has a IOT..?
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.
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
is frozen graph deprecated in tensorflowjs ?
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?
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.
Can we Use Camera Api instead of Camera2 Api android ?
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.
#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.
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
Help me to get started with Tensor flow Lite.
Could you do a video about importing pretrained machine learning models in python to the browser
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
does TFLITE support LSTM RRN?
Will Toco be supported on Windows machine?
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
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
Respected sir ,
How can I install tensorflow on pi and how can I run yolo on raspberry pi ? Any resource link for that ?
why used tensor flow lite version on android or iOS ,tenser flow fully supported an android device
also for tensorflow js using pre trained model object detection
#AskTensorFlow Any tutorials for building a recommendation system using Firestore + Tensorflow? #AskFirebase
Can i include tensorflow models in flutter app?
Really excited about this.
Would be great if you create a course very basic of machine learning :).
Hello dear nice to see you again 😊 I am so excited to implement on my website if possible 😎
Do I need to learn core TensorFlow before learning lite version?
Nice!
May I know what is the watch you are wearing? 🙂
#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
Great !