Introducing TensorFlow Lite (Coding TensorFlow)

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.

[manishbraval]

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?

[atrumluminarium]

#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.

[rshrewd]

is frozen graph deprecated in tensorflowjs ?

[nahommengistu]

Folks, I wonder if it is possible to use LSTM @ Arduino. After converting my TensorFlow to TensorFlow Lite model, even with the 50KB model, I can not instantiate my LSTM model with my Arduino nano 33 able. Is it possible to use LSTM for tinyML?

[rickragv]

also for tensorflow js using pre trained model object detection

[themonkeyminds]

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

[georgeyang]

Is there a 2023 updated video for this?

[hellotechgeek]

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.

[chriscardoz]

#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

[potobill]

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

[zakaryaemazouzi]

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

[davidpierre]

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: 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

[niranjann]

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

[sajagkc]

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.

[simplegupta]

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

[hero-glzy]

Can tensorflow Work with 32 bit microcontroller?

[shehwar-ahmad]

Can we Use Camera Api instead of Camera2 Api android ?

[andresmontoya]

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

[firlejczyk]

Will Toco be supported on Windows machine?

[vigneshs]

May I know what is the watch you are wearing? :)