Today we are going to understand how active learning can be used in data labeling.
Machine learning algorithms require -generally lots of- enough amount of data to be trained. In this stage obviously humans can label data by their hands. But what will be happened if there is no enough money to use AMT like services?
If you’re suffering from this situation, yes there is one more salvation way to label your data. And your hero’s name is Active Learning!
By the way this post is my first tutorial on Medium so i’m not going talk to much :)
So i’m going to give you naive active learning labeling strategy to implement yourself using Python, Scikit-learn on FashionMnist dataset.
Here are the steps;
1- Label only small part of your data — lets call it “df_labeled”
2- Train a classifier (Linear SVM will be used in here) with these data
3- Using your trained classifier -which comes from in step 2- predict the class probabilities for your unlabeled data — lets call it “df_unlabeled”
4- Foreach sample if predicted class probability is above from your pre-defined threshold, -yes, its a hyperparam :(- move that sample from “df_unlabeled” to “df_labeled”
5- Repeat 2–4 step until some sort of stopping criteria
Of course, there are many different starategies can be existed. For example, after 4.th step you can define one more threshold for lowest boundary and if predicted class probability is below from that threshold, this sample can be labeled manually and then will be moved to “df_labeled”.
Yes, i hope we got the main concept for active labeling. And the time comes to the coding section.
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Welcome to my Blog , In this article, you are going to learn the top 10 python tips and tricks.
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When installing Machine Learning Services in SQL Server by default few Python Packages are installed. In this article, we will have a look on how to get those installed python package information.
When we choose Python as Machine Learning Service during installation, the following packages are installed in SQL Server,
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Welcome to my Blog, In this article, we will learn python lambda function, Map function, and filter function.
Lambda function in python: Lambda is a one line anonymous function and lambda takes any number of arguments but can only have one expression and python lambda syntax is
Syntax: x = lambda arguments : expression
Now i will show you some python lambda function examples:
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This course will give you a full introduction into all of the core concepts in python. Follow along with the videos and you’ll be a python programmer in no time!
⭐️ Contents ⭐
⌨️ (0:00) Introduction
⌨️ (1:45) Installing Python & PyCharm
⌨️ (6:40) Setup & Hello World
⌨️ (10:23) Drawing a Shape
⌨️ (15:06) Variables & Data Types
⌨️ (27:03) Working With Strings
⌨️ (38:18) Working With Numbers
⌨️ (48:26) Getting Input From Users
⌨️ (52:37) Building a Basic Calculator
⌨️ (58:27) Mad Libs Game
⌨️ (1:03:10) Lists
⌨️ (1:10:44) List Functions
⌨️ (1:18:57) Tuples
⌨️ (1:24:15) Functions
⌨️ (1:34:11) Return Statement
⌨️ (1:40:06) If Statements
⌨️ (1:54:07) If Statements & Comparisons
⌨️ (2:00:37) Building a better Calculator
⌨️ (2:07:17) Dictionaries
⌨️ (2:14:13) While Loop
⌨️ (2:20:21) Building a Guessing Game
⌨️ (2:32:44) For Loops
⌨️ (2:41:20) Exponent Function
⌨️ (2:47:13) 2D Lists & Nested Loops
⌨️ (2:52:41) Building a Translator
⌨️ (3:00:18) Comments
⌨️ (3:04:17) Try / Except
⌨️ (3:12:41) Reading Files
⌨️ (3:21:26) Writing to Files
⌨️ (3:28:13) Modules & Pip
⌨️ (3:43:56) Classes & Objects
⌨️ (3:57:37) Building a Multiple Choice Quiz
⌨️ (4:08:28) Object Functions
⌨️ (4:12:37) Inheritance
⌨️ (4:20:43) Python Interpreter
📺 The video in this post was made by freeCodeCamp.org
The origin of the article: https://www.youtube.com/watch?v=rfscVS0vtbw&list=PLWKjhJtqVAblfum5WiQblKPwIbqYXkDoC&index=3
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Python is awesome, it’s one of the easiest languages with simple and intuitive syntax but wait, have you ever thought that there might ways to write your python code simpler?
In this tutorial, you’re going to learn a variety of Python tricks that you can use to write your Python code in a more readable and efficient way like a pro.
Swapping value in Python
Instead of creating a temporary variable to hold the value of the one while swapping, you can do this instead
>>> FirstName = "kalebu" >>> LastName = "Jordan" >>> FirstName, LastName = LastName, FirstName >>> print(FirstName, LastName) ('Jordan', 'kalebu')
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