Killapple Turi Create: Improving machine learning's models
Repositories
https://github.com/apple/turicreate
Introduction
What is Turi Create?
Turi Create is a tool used to simplify the development of custom machine learning models. Turi Create helps in developing custom machine learning whereas you don’t need to be an expert of machine learning before you could be able to add recommendations, object detecting, classifying of image and classification of activity to your application.
Components
My suggestion is on the
- Custom Machine Learning
PROPOSAL
Using Turi Create can help to accomplish any common ML task
Proposing the addiction/BENEFIT :
RECOMMENDER:
Turi Create develop the option of personalizing choices for users where they have privilege of choosing the activity of their choice.
CLASSIFICATION OF IMAGE
Turi Create is specialize in labeling various image for users to be able differentiate image in activity.
STYLE TRANSFER
Turi Create beautify image in application by stylizing different image to suit the users interest.
IMAGE SIMILARITY
Turi Create perform the task of finding similar images.
CLUSTERING
Turi Create perform the task of grouping similar data point and merge them together.
ACTIVITY CLASSIFICATION
Turi Create make use of sensors in order to detect activity on application during its use.
REGRESSION
Turi Create also predict numeric values in an application.
TEXT CLASSIFIER
Turi Create perform the functions of analyzing sentiment of different messages
This will be explained further in the mockups below.
MOCKUP EXAMPLES
Users that intends to make his/her app to recognize a specific objects on image. Model could be built with just a few line of code.
import turicreate as tc
Load data
data = tc.SFrame('photoLabel.sframe')
Create a model
model = tc.image_classifier.create(data, target='photoLabel')
Make predictions
predictions = model.predict(data)
Export to Core ML
model.export_coreml('MyClassifier.mlmodel')
The above statement personalize is an example of a built line of code in order for the app to recognize a specific object on image
Turi Create FEATURES
Easy to use-
It is a form of simplicity in the sense that it make it easy for users because it just focus on the main task instead of its algorithms.
Flexible-
It is flexible in the sense that it support both the text, images, audio, video and its sensor data
Fast and Scalable –
The work rate is at a high speed and standard and it works with a large datasets perfect with just a single machine.
Visual-
Streaming of visual is at a high level of standardization in order for a perfection of exploring data.
Ready to Deploy –
Models is being deploy successfully to Core ML for use in IOS, MacOS, watchOS ad tvOS apps.
Conclusion
The application is undergoing a constant development and using this application will improve many user machine learning uses and would be easy for all instead of being an expert in machine learning.
It will be free and easy to use for every users without the need of any difficulty steps.
Supported Platforms
Turi Create supports:
macOS 10.12+
Linux (with glibc 2.12+)
Windows 10 (via WSL)
System Requirements
Turi Create requires:
Python 2.7, 3.5, 3.6
x86_64 architecture
At least 4 GB of RAM
Hi @adewararilwan, thank you for your contribution.
You made a good post, again. But I think that you are not understanding what the Suggestions Category is about.
You should suggest/request new features to an Open Source Project.
For example, you could propose/suggest/request a new feature to Turi team.
Also, I recommend you to check the Guidelines, maybe the Blog Category fits better for your posts, and when you have a good idea to be implemented in a specific Open Source Project, then you could create a Suggestions post.
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Thank you for your review, @favcau! Keep up the good work!
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That is some great bundle of technical knowledge, I don't have a strong grip on the subject but indeed turi is amazing.
Keep creating good content.
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Hi @adewararilwan
I just realized that you have very little SP. Would you like me to help you and delegate 40SP?
Cheers, Piotr