Italo José italojs

Retrain a MobileNet model and use it in the browser with TensorFlow.js

DRAFT

Combining TensorFlow for Poets and TensorFlow.js.
Retrain a MobileNet V1 or V2 model on your own dataset using the CPU only.
I'm using a MacBook Pro without Nvidia GPU.

MobileNets can be used for image classification. This guide shows the steps I took to retrain a MobileNet on a custom dataset, and how to convert and use the retrained model in the browser using TensorFlow.js. The total time to set up, retrain the model and use it in the browser can take less than 30 minutes (depending on the size of your dataset).

Example app - HTML/JS and a retrained MobileNet V1/V2 model.

How to install NVIDIA Docker 2 package on Ubuntu and Debian:

If you came to this result (from Google or elsewhere) after realizing that Nvidia-docker's entry on this subject does not result in a working installation, here are the basic steps needed to install this package correctly:

For starters, ensure that you've installed the latest Docker Community edition by following the steps below:

curl -fsSL https://download.docker.com/linux/ubuntu/gpg | sudo apt-key add -
sudo apt-key fingerprint 0EBFCD88

sudo add-apt-repository "deb [arch=amd64] https://download.docker.com/linux/ubuntu $(lsb_release -cs) stable"

About this

This list has the goal of helping developers interested in contributing to the Go language but are unsure of where to start. This was not generated manually so some functions and methods here may not require examples (maybe because they are too simple, e.g .String()) and some of these may only make sense in a package level example (which are not considered for this list yet). Use your best judgment and check the documentation before you open up a CL to add an example.

You should also search in gerrit for open CLs that are already adding examples.

I will try to keep this list as up to date as possible. If you find any mistakes, please comment below and I will try to fix it.

English

Technical (Programming, IT, etc)

People

`:bowtie:`	😄 `:smile:`	😆 `:laughing:`
😊 `:blush:`	😃 `:smiley:`	☺️ `:relaxed:`
😏 `:smirk:`	😍 `:heart_eyes:`	😘 `:kissing_heart:`
😚 `:kissing_closed_eyes:`	😳 `:flushed:`	😌 `:relieved:`
😆 `:satisfied:`	😁 `:grin:`	😉 `:wink:`
😜 `:stuck_out_tongue_winking_eye:`	😝 `:stuck_out_tongue_closed_eyes:`	😀 `:grinning:`
😗 `:kissing:`	😙 `:kissing_smiling_eyes:`	😛 `:stuck_out_tongue:`

	// If the script does not work, you may need to allow same site scripting https://stackoverflow.com/a/50902950

	Linkedin = {
	config: {
	scrollDelay: 3000,
	actionDelay: 5000,
	nextPageDelay: 5000,
	// set to -1 for no limit
	maxRequests: -1,
	totalRequestsSent: 0,

	# Today the twitter user @ayubio said he had received the private key for a Brazillian bank's HTTPS certificate:
	# - https://twitter.com/ayubio/status/994260981294469120
	# - https://twitter.com/ayubio/status/994262029929246722
	# - https://twitter.com/ayubio/status/994277992351391744
	# To prove he actualy had the key, another user asked him to sign a message with such key and so he did:
	# - http://pastebin.xyz/p?q=bXllODA

	# The commands bellow will check that signature

	# Store the message in a file (tweet.txt) in the same way @ayubio did:

	package main

	import (
	"errors"
	"fmt"
	"io/ioutil"
	"os"
	"regexp"
	"strings"
	"sync"

	#!/usr/bin/env bash
	# https://developers.supportbee.com/blog/setting-up-cucumber-to-run-with-Chrome-on-Linux/
	# https://gist.github.com/curtismcmullan/7be1a8c1c841a9d8db2c
	# https://stackoverflow.com/questions/10792403/how-do-i-get-chrome-working-with-selenium-using-php-webdriver
	# https://stackoverflow.com/questions/26133486/how-to-specify-binary-path-for-remote-chromedriver-in-codeception
	# https://stackoverflow.com/questions/40262682/how-to-run-selenium-3-x-with-chrome-driver-through-terminal
	# https://askubuntu.com/questions/760085/how-do-you-install-google-chrome-on-ubuntu-16-04

	# Versions
	CHROME_DRIVER_VERSION=`curl -sS https://chromedriver.storage.googleapis.com/LATEST_RELEASE`