Numba is a compiler for Python array and numerical functions that gives you the power to speed up your applications with high-performance functions written directly in Python. What makes python slow? Python has been used for scientific computing for a long period of time. Though Python is a great language for prototyping, the barebone python […]
In this article, we try to explore the 3 major deep learning frameworks in python – TensorFlow vs PyTorch vs Jax. These frameworks however different have two things in common – They are Open-Sourced. It means if you feel there is a bug in the library, you can post an issue in GitHub(and get it
Python statistics module provides functions to calculate mathematical statistical data on a given set of numbers. It was introduced in Python 3.4 release. This is a very simple module and works on numbers – int, float, Decimal, and Fraction. In this article, we will be focusing on 7 important functions of Python statistics module. Python
Hello, readers! In this article, we will be focusing on Gradient Boosting Model in Python, with implementation details as well. So, let us get started! First, what is a Gradient Boosting model? Before diving deep into the concept of Gradient Boosting, let us first understand the concept of Boosting in Machine Learning. Boosting technique attempts
Today we’re talking about the top applications of Python. Python is simple and easy to learn. The language promotes faster development of application prototypes because of its simple and clean syntax and great debugging features. Top Applications of Python Python supports multi-platform operating system which makes the building and implement of application much easier.Some of the
Array Indexing means searching for elements in an array using the index (position) of elements for quick retrieval of information. Getting Started with Array Indexing in Python Python arrays are variables that consist of more than one element. In order to access specific elements from an array, we use the method of array indexing. The
Hello, readers! In this article, we will be focusing on Chi-square Test in Python. So, let us get started!! Understanding Statistical Tests for Data Science and Machine Learning Statistical tests play an important role in the domain of Data Science and Machine Learning. With the statistical tests, one can presume a certain level of understanding
Chi-square test in Python — All you need to know!! Read More »
Hello, readers! Today, we would be focusing on an important aspect in the concept of Regression — Ridge Regression in Python, in detail. So, let us get started!! Understanding Ridge Regression We all are aware that, Linear Regression estimates the best fit line and predicts the value of the target numeric variable. That is, it
Hello, readers! In our last article, we focused at Ridge Regression in Python programming, in detail. Now, we would be talking about Lasso regression in Python. So, let us get started! First, what is Lasso Regression? In the domain of data science and machine learning, our main target is to make predictions on real-life problems
The ROC curve stands for Receiver Operating Characteristic curve. ROC curves display the performance of a classification model. ROC tells us how good the model is for distinguishing between the given classes, in terms of the predicted probability. In this article, we will understand ROC curves, what is AUC, and implement a binary classification problem