Image Classifier Example
Skills:
CV Basics90%
I've designed an image classifier template for you to use as a learning tool! This is an example of how machine learning can be used in a software-as-a-service context, hopefully it gives you some ideas on how to do something similar. It's a combination of a few components including a Python web API, Flutter mobile app, and FastAI model training script. In this episode, I'll explain the process of building this template and how all the components fit together. Enjoy!
Code for this video:
https://github.com/llSourcell/image_classifier_template
Coding challenge (Due Date: Oct 5 2019 Midnight PST):
1. Build an image classification service
2. Email the relevant link(s) to hello@sirajraval.com
It would mean so much to me if you subscribe to my Youtube channel! https://bit.ly/2SvhG7v
INSTAGRAM: https://bit.ly/312pLUb
FACEBOOK: https://bit.ly/2OqOhx1
TWITTER: https://bit.ly/2OHYLbB
WEBSITE: https://bit.ly/2OoVPQF
Google Dataset Search:
https://toolbox.google.com/datasetsearch
Lots of datasets:
https://github.com/awesomedata/awesome-public-datasets
Imagga:
https://imagga.com/
Firebase:
https://firebase.google.com/
Stripe:
https://stripe.com/
For your reference, the 5 steps I outline are:
Step 1: Find an Image Dataset
Step 2: Transfer Learning
Step 3: Signup for Firebase + Stripe
Step 4: Deploy the Web App
Step 5: Build the Mobile App
More detailed descriptions are in the github repository above.
----------------
Are you a total beginner to machine learning? Watch this:
https://www.youtube.com/watch?v=Cr6VqTRO1v0&t=36s
My AI Startup video:
https://www.youtube.com/watch?v=NzmoPqte4V4
Join us in the Wizards Slack channel:
http://wizards.herokuapp.com/
Hit the Join button above to sign up to become a member of my channel for access to exclusive live streams!
Join us at the School of AI:
https://theschool.ai/
Signup for my newsletter for exciting updates in the field of AI:
https://goo.gl/FZzJ5w
And please support me on Patreon:
https://www.patreon.com/user?
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
Playlist
Uploads from Siraj Raval · Siraj Raval · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
What is Bitcoin?
Siraj Raval
5 Ways to Use Bitcoin
Siraj Raval
BTC Fever - Siraj [Music Video]
Siraj Raval
5 Reasons to Build Decentralized Apps
Siraj Raval
The Interplanetary File System
Siraj Raval
How to Build a Dapp in 3 min
Siraj Raval
Life Before Smartphones
Siraj Raval
4 Ways to Use Smart Contracts
Siraj Raval
3 Dapps You HAVE to See
Siraj Raval
Char's Life as a BitTorrent Engineer
Siraj Raval
4 Reasons AlphaGo is a Huge Deal
Siraj Raval
Build a Neural Net in 4 Minutes
Siraj Raval
Sentiment Analysis in 4 Minutes
Siraj Raval
The Hackathon Life
Siraj Raval
Your First ML App - Machine Learning for Hackers #1
Siraj Raval
Build an AI Composer - Machine Learning for Hackers #2
Siraj Raval
Build a Game AI - Machine Learning for Hackers #3
Siraj Raval
Build a Movie Recommender - Machine Learning for Hackers #4
Siraj Raval
Build an AI Artist - Machine Learning for Hackers #5
Siraj Raval
Build a Chatbot - ML for Hackers #6
Siraj Raval
Build an AI Reader - Machine Learning for Hackers #7
Siraj Raval
Build an AI Writer - Machine Learning for Hackers #8
Siraj Raval
Build a Chatbot w/ an API - ML for Hackers #9
Siraj Raval
One-Shot Learning - Fresh Machine Learning #1
Siraj Raval
Generative Adversarial Nets - Fresh Machine Learning #2
Siraj Raval
Tone Analysis - Fresh Machine Learning #3
Siraj Raval
Generate Rap Lyrics - Fresh Machine Learning #4
Siraj Raval
Build an Autoencoder in 5 Min - Fresh Machine Learning #5
Siraj Raval
Build a Self Driving Car in 5 Min - Fresh Machine Learning #6
Siraj Raval
Build an Antivirus in 5 Min - Fresh Machine Learning #7
Siraj Raval
TensorFlow in 5 Minutes (tutorial)
Siraj Raval
Build a Recurrent Neural Net in 5 Min
Siraj Raval
Build a Simulation in 5 Min
Siraj Raval
Build a TensorFlow Image Classifier in 5 Min
Siraj Raval
Tensorboard Explained in 5 Min
Siraj Raval
Generate Music in TensorFlow
Siraj Raval
Build a Game Bot (LIVE)
Siraj Raval
Deep Learning Frameworks Compared
Siraj Raval
Introduction - Learn Python for Data Science #1
Siraj Raval
Build a Neural Network (LIVE)
Siraj Raval
Twitter Sentiment Analysis - Learn Python for Data Science #2
Siraj Raval
Recommendation Systems - Learn Python for Data Science #3
Siraj Raval
Predicting Stock Prices - Learn Python for Data Science #4
Siraj Raval
Pong Neural Network (LIVE)
Siraj Raval
Deep Dream in TensorFlow - Learn Python for Data Science #5
Siraj Raval
Visualizing Data with D3.js (LIVE)
Siraj Raval
Genetic Algorithms - Learn Python for Data Science #6
Siraj Raval
Enter Siraj [Music Video]
Siraj Raval
Build a Web Scraper (LIVE)
Siraj Raval
Why is P vs NP Important?
Siraj Raval
How to Make a Neural Network (LIVE)
Siraj Raval
How to Make an Amazing Tensorflow Chatbot Easily
Siraj Raval
How to Make an Amazing Video Game Bot Easily
Siraj Raval
How to Make a Tensorflow Neural Network (LIVE)
Siraj Raval
How to Make a Simple Tensorflow Speech Recognizer
Siraj Raval
Joel Shor - Really Quick Questions with an Awesome Google Engineer
Siraj Raval
How to Make a Path Planning Algorithm Easily (LIVE)
Siraj Raval
The Best Way to Prepare a Dataset Easily
Siraj Raval
Catherine Olsson - Really Quick Questions with an OpenAI Engineer
Siraj Raval
How to Make a Tic Tac Toe Neural Network Easily (LIVE)
Siraj Raval
More on: CV Basics
View skill →Related AI Lessons
⚡
⚡
⚡
⚡
Big Tech firms are accelerating AI investments and integration, while regulators and companies focus on safety and responsible adoption.
Dev.to AI
At 'AI Coachella,' Stanford Students Line Up to Learn From Silicon Valley Royalty
Wired AI
What if AI is not accelerating us but keeping us exactly where we are
Dev.to · Muhammad Niaz Ali
Big Tech firms are accelerating AI investments and integration, while regulators and companies focus on safety and responsible adoption.
Dev.to AI
🎓
Tutor Explanation
DeepCamp AI