Does your model’s prediction accuracy suck but you need to meet the deadline at all costs? Try the quick and dirty “meta-learning” approach called ensemble learning. In this article, you’ll learn about a specific ensemble learning technique called random forests that combines the predictions (or classifications) of multiple machine learning algorithms. In many cases, it … Read more
Python provides the operator x += y to add two objects in-place by calculating the sum x + y and assigning the result to the first operands variable name x. You can set up the in-place addition behavior for your own class by overriding the magic “dunder” method __iadd__(self, other) in your class definition. The … Read more
The most idiomatic way to create a random integer in Python is the randint() function of the random module. Its two arguments start and end define the range of the generated integers. The return value is a random integer in the interval [start, end] including both interval boundaries. For example, randint(0, 9) returns an integer … Read more
A namespace is a filing system used by Python to track all the names given to objects when you write a program. When I first began trying to understand namespaces in Python, the tutorials I came across were confusing and less than helpful in their descriptions. Today I will take you on a logical and … Read more
[toc] Company Tags: Google, Amazon, Yahoo, Microsoft This is one of the Google interview questions and one of the most commonly asked questions during many interviews. So, can you give the optimal solution to this problem? Problem Formulation Given an array nums of size n, the task is to return the majority element. The majority element … Read more
The main difference between type() and isinstance() is that type(object) returns the type of an object and isinstance(object, class) returns True if the object argument is an instance of the class argument or in a direct or indirect subclass relationship. To strengthen your understanding, let’s quickly recap the syntactical definitions of both functions: type(object) – … Read more
Support Vector Machines (SVM) have gained huge popularity in recent years. The reason is their robust classification performance – even in high-dimensional spaces: SVMs even work if there are more dimensions (features) than data items. This is unusual for classification algorithms because of the curse of dimensionality – with increasing dimensionality, data becomes extremely sparse … Read more
Problem Formulation Given a Python string s with length k<=n. How to fill the string with n-k empty spaces on the left so that the new string has length n? Here are some examples: INPUT: ‘a’, n = 2 OUTPUT: ‘a ‘ INPUT: ‘hi’, n = 4 OUTPUT: ‘hi ‘ INPUT: ‘hi’, n = 2 … Read more
To end a while loop prematurely in Python, press CTRL-C while your program is stuck in the loop. This will raise a KeyboardInterrupt error that terminates the whole program. To avoid termination, enclose the while loop in a try/except block and catch the KeyboardInterrupt. You can see the idea in the following code snippet: The … Read more
The Python bitwise left-shift operator x << n shifts the binary representation of integer x by n positions to the left. For a positive integer, it inserts a 0 bit on the right and shifts all remaining bits by one position to the left. For example, if you left-shift the binary representation 0101 by one … Read more
?️ Company Tags: Google, Facebook, Amazon Are you gearing up for your coding interview? If your answer is yes, then here’s a very interesting interview question for you. Numerous programmers have claimed that they came across this interview question. Hence, there is a high probability that you might come across it as well in your interview. Will you be able … Read more
The Python bitwise right-shift operator x >> n shifts the binary representation of integer x by n positions to the right. It inserts a 0 bit on the left and removes the right-most bit. For example, if you right-shift the binary representation 0101 by one position, you’d obtain 0010. Semantically, the bitwise right-shift operator is … Read more