Category Machine Learning

All Data Science Libraries

All Data Science Libraries

If you are learning Python for data science, you should know that there are many Python frameworks that you should learn for data science. From reading a CSV file, or image dataset, to training your machine learning model, or a…

Coding Projects for Resume

Coding Projects for Resume

There are so many business problems where a company needs good coders to solve their problems with their coding skills. To identify whether someone is a good coder or not, your projects are the only work that can show your…

Age Calculator using Python

Age Calculator using Python

Age Calculator is an amazing coding project idea for beginners. If you are new to any programming language, you should try making an age calculator. It is an application where a user enters his date of birth as an input,…

Range Function in Python

Range Function in Python

The range function in Python is a general function that can be used in a variety of ways. It is used with for loops to generate indexes, but you can use this function anywhere you need integers in a particular…

VS Code Extensions for Python

VS Code Extensions for Python

VS Code is one of the best code editors for every programming language. One of the reasons for its popularity is the support for extensions that give you a better coding experience. So if you are a Python programmer and…

PandasGUI Tutorial in Python

PandasGUI Tutorial in Python

PandasGUI is an amazing Python library for data analysis. It is used for interactive visualization of a pandas DataFrame. It is built on the PyQT library in Python that is used for creating advanced desktop GUI applications. If you’ve never…

Klib Tutorial in Python

Klib Tutorial in Python

Klib is a Python library that provides amazing functionality for exploring your data in just a few lines of code. If you find that data exploration takes a lot of time, you can use this library as it gives you…

Best Python GUI Libraries

Best Python GUI Libraries

A graphical user interface or GUI is a very important part of every application. Today, all websites, apps, and even smartphones give you almost the same performance you expect at a particular price point, but the only feature that sets…

Water Quality Analysis

Water Quality Analysis

Access to safe drinking water is one of the essential needs of all human beings. From a legal point of view, access to drinking water is one of the fundamental human rights. Many factors affect water quality, it is also…

Types of Jobs in Data Science

Types of Jobs in Data Science

If you think that data engineers, data scientists, machine learning engineers, and data analysts are the only types of professions you get in data science, you are completely wrong. There are many types of data science jobs that are based…

Data Science Business Ideas

Data Science Business Ideas

You must have seen something common in all new businesses and startups these days, it’s just data. Almost every new business and startup that you see and draw inspiration from use data science so much that they can figure out…

Plotly Tutorial using Python

Plotly Tutorial using Python

Plotly is an amazing data visualization library that allows you to create beautiful and interactive data visualizations with just a few lines of code. Plotly is available for Python, R, MATLAB, Perl, and Julia also. It is therefore available for…

Collage Maker using Python

Collage Maker using Python

A collage maker is a tool used to merge different images into one. It allows you to save and share images as a collection of memories. You must have seen an option to create a photo collage on your smartphone…

End-to-End Encryption using Python

End-to-End Encryption using Python

End-to-end encryption is a system that ensures that only the users involved in the communication can understand and read the messages. Many applications use end-to-end encryption to protect their users’ data. So, if you want to know how to protect…

Best Deep Learning Courses

Best Deep Learning Courses

If you want to become an expert in machine learning, you must also learn deep learning. There are many paid and free courses on the internet that can give you a comprehensive knowledge of the concepts of deep learning. So,…

PyScrappy in Python (Tutorial)

PyScrappy in Python (Tutorial)

Web Scraping is one of the skills that every Data Science professional should know. Web scraping means collecting data from a website you want for a particular task. There are many Python libraries that you can use to collect data…

Violin Plot using Python

Violin Plot using Python

A violin plot is used to visualize and compare the distribution of quantitative data over several levels of categorical features. It is very useful to visualize several distributions in a dataset at a time. If you don’t know how to…

Python Projects for Resume

Python Projects for Resume

Python is one of the most popular programming languages today. It is best to use by data scientists and web developers. Besides data scientists and web developers, many companies also require a Python developer. So if you are one of…

Unemployment Analysis with Python

Unemployment Analysis with Python

Unemployment is measured by the unemployment rate which is the number of people who are unemployed as a percentage of the total labour force. We have seen a sharp increase in the unemployment rate during Covid-19, so analyzing the unemployment…

F-Beta Score in Machine Learning

F-Beta Score in Machine Learning

F-beta is the weighted harmonic mean of the precision and recall. It is used as a performance evaluation measure for classification-based machine learning models. If you’ve never used this performance measurement metric before to evaluate your classification models, this article…

Best Python Courses

Best Python Courses

Python is one of the most popular programming languages. It is mostly preferred by data scientists, machine learning engineers, and web developers. Learning the basics of Python properly is very important because once you have learned the basics, you can…

All Topics of Deep Learning

All Topics of Deep Learning

Deep learning is a subset of machine learning in which we use the power of neural network architectures that mimic the workings of a human brain while solving a problem. If you want to become a machine learning engineer, you have…

Sunburst Plot using Python

Sunburst Plot using Python

Sunburst plot is an amazing visualization technique used to visualize hierarchical data. It extends radially outward from the root to the leaves to visualize hierarchical data. If you’ve never used sunburst charts before to visualize your dataset, this article is…

Use of Machine Learning in Social Media

Use of Machine Learning in Social Media

There are so many applications in your smartphone that uses machine learning somewhere to provide a better user experience. Social Media applications are such applications that are found in every smartphone. So to understand the use of machine learning nothing…

Best Web Development Courses

Best Web Development Courses

Web development is one of the major interests of so many computer science students. If you are among those who want to become a web developer, then you need to research some of the best web development courses. So, in…

Best Websites to Learn Python

Best Websites to Learn Python

Python is one of the programming languages used today by big tech companies like Google. Python is primarily used by web developers, data analysts/data scientists, and machine learning engineers. There are many platforms on the internet that you can use…

Calculation of Accuracy using Python

Calculation of Accuracy using Python

In machine learning, accuracy is one of the most important performance evaluation metrics for a classification model. The mathematical formula for calculating the accuracy of a machine learning model is 1 – (Number of misclassified samples / Total number of…

Syllabus of Machine Learning

Syllabus of Machine Learning

There are so many courses available today based on machine learning because the use of machine learning in the industry is increasing rapidly. I’ve seen a lot of courses that are expensive but still don’t include all of the important…

R2 Score in Machine Learning

R2 Score in Machine Learning

The R2 score is one of the performance evaluation measures for regression-based machine learning models. It is also known as the coefficient of determination. If you want to learn how to evaluate the performance of a machine learning model using…

Types of Algorithms

Types of Algorithms

The sequence of steps we need to take to solve a particular problem is known as an algorithm. There are so many algorithms in computer science that fall under the categories of different types of algorithms. So, if you want…

Fundamentals of Python

Fundamentals of Python

Python is a versatile programming language loved by so many data scientists, web developers, and even software engineers. To master Python for any profession, the most important step is to master the fundamentals of the Python programming language. So if…

How Companies use Python?

How Companies use Python?

Python is one of the most popular programming languages today. As a student you might like Python more than other programming languages, but do you know how do companies use Python to solve their problems? If you don’t know how…

Resize Image using Python

Resize Image using Python

Resizing images is one of the most important tasks in image processing. Sometimes we have to resize the images while working with them. There are many libraries in Python that can be used for this task, so if you want…

Set up VS Code for Python

Set up VS Code for Python

Visual Studio Code is one of the best code editors you can use for almost any programming language and any professional project. Most people new to the Python programming language encounter issues while setting up the Visual Studio Code. So,…

t-SNE in Machine Learning

t-SNE in Machine Learning

t-SNE is a very powerful machine learning algorithm that can be used to visualize a high-dimensional dataset also in two-dimensional figures. It stands for t-Distributed Stochastic Neighbor Embedding. If you want to learn more about t-SNE and how to visualize…

Advanced Computer Vision Projects

Advanced Computer Vision Projects

Computer vision is a field of artificial intelligence that means giving a computer system the ability to see and analyze images just like humans. The FaceId in iPhone is one of the popular examples of computer vision applications. So if…

Data Science Project Ideas

Data Science Project Ideas

Working on data science projects will help you improve your problem-solving skills and a good collection of data science projects will strengthen your portfolio which will leave a strong positive impact on your profile as a data scientist. So if…

Calendar GUI using Python

Calendar GUI using Python

A calendar is an application that helps organize days. You must have seen a calendar in your home, on your computer, and even on your smartphone. If you want to learn how to create a graphical user interface for a…

How to do Data Storytelling?

How to do Data Storytelling?

Data storytelling is one of the most important soft skills that any data scientist should have. It means presenting the story behind the numbers generated by a business so that we can conclude the future course of action. If you…

How to Learn Machine Learning?

How to Learn Machine Learning?

Almost every business, big or small, today uses machine learning somewhere in their applications. Today, every business is in dire need of hiring machine learning experts, regardless of their educational background. So if you want to become an expert in…

String Formatting in Python

String Formatting in Python

String formatting plays an important role when storing and transferring data in a way that anyone can easily understand. If you are new to the Python programming language and don’t know how to format strings to display the output, this…

Python Practice Questions

Python Practice Questions

When learning a programming language, it is very important to practice questions because the more questions you solve, the better you will improve in a programming language. So if you are learning Python and looking for some Python practice questions,…

Scrape IMDb using Python

Scrape IMDb using Python

IMDb is an online database that contains data about Movies, TV Shows, Streaming Shows, Video Games, Reviews, Ratings, and all other entertainment related data. Being an online database, it provides an API so that we can collect data from IMDb…

Data Science Projects on Finance

Data Science Projects on Finance

Over the years, the use of data science has increased in finance for several financial analysis tasks that can help increase an organization’s profits. If you are looking for data science projects on finance to learn how to use data…

Autokeras Tutorial with Python

Autokeras Tutorial with Python

AutoKeras is a Keras-based machine learning framework. It was developed by DATA Lab at Texas A&M University to provide deep learning for everyone. Simply put, it is an automatic machine learning framework for deep learning. If you want to learn…

Advanced Python Projects

Advanced Python Projects with Source Code

When learning a programming language, it is very important to learn all the fundamentals of that language and then try to work on advanced projects. So if you are done with the basics of the Python programming language and are…

Resume Scanner using Python

Resume Scanner using Python

A resume scanner is an application that scans all the keywords on a resume to match the skills and qualifications needed for a particular job. If you want to learn how to scan a resume using the Python programming language,…

Read Images using Python

Read Images using Python

Python is a very popular programming language among the data science community because it has many libraries and frameworks for working on different types of data. Sometimes we need to use machine learning algorithms on images rather than a textual…

Types of Errors in Python

Types of Errors in Python

If your Python code displays an error message instead of showing you the results you want, it means there are errors or bugs in your code. These messages can be difficult to understand, but they tell you exactly the types…

Perceptron in Machine Learning

Perceptron in Machine Learning

Perceptron is one of the simplest architecture of Artificial Neural Networks in Machine Learning. It was invented by Frank Rosenblatt in 1957. In this article, I will take you through an introduction to Perceptron in Machine Learning and its implementation…

Bias and Variance using Python

Bias and Variance using Python

When training a machine learning model, it is very important to understand the bias and variance of predictions of your model. It helps in analyzing prediction errors which help us in training more accurate machine learning models. In this article,…

Types of Neural Networks

Types of Neural Networks

A neural network is a subset of machine learning that mimics the workings of a human brain while solving a complex problem based on deep learning. Neural networks are inspired by neurons found in the human brain. In this article,…

Kernel PCA in Machine Learning

Kernel PCA in Machine Learning

Kernel PCA is one of the variations of principal component analysis in machine learning that uses kernel methods to perform the initially linear operations of principal component analysis. In this article, I will take you through an introduction to Kernel…

Treemap using Python

Treemap using Python

A treemap is used to visualize hierarchical data as a set of nested rectangles. It is a data visualization tool for displaying data structured in a tree structure using nested rectangles. In this article, I’ll walk you through how to…

Deep Learning Frameworks in Python

Deep Learning Frameworks in Python

The use of deep neural architectures instead of the classic machine learning algorithms to train bigger models that can mimic the human brain while solving complex problems that involve heavy computing is known as deep learning. In this article, I…

Colour Pandas DataFrame in Python

Colour Pandas DataFrame in Python

We can use the style functions built into the pandas library in Python to colour a DataFrame. It helps you easily understand different types of values without even visualizing them. In this article, I’ll walk you through how to colour…

Sparse PCA in Machine Learning

Sparse PCA in Machine Learning

Principal Component Analysis (PCA) is a dimensionality reduction algorithm used to reduce the dimensionality of a dataset. Sparse PCA is one variation of PCA that can exploit the natural sparsity of data while extracting the principal components. In this article,…

While Loops in Python

While Loops in Python

While Loops provides a way to code general loops in any programming language. A while loop is typically used to repeatedly execute a block of code until the given condition becomes False. In this article, I will present a tutorial…

MacBook M1 for Machine Learning

MacBook M1 for Machine Learning

Apple’s new M1 chipset offers a powerful processor for every task. It has the most advanced neural engine which offers up to 11 times better performance for machine learning compared to the older MacBooks. So, is the new MacBook M1…

TextBlob in Python (Tutorial)

TextBlob in Python (Tutorial)

TextBlob is a Python library that can be used to process textual data. Some of the tasks where it is good to use are sentiment analysis, tokenization, spelling correction, and many other natural language processing tasks. In this article, I’ll…

Swap Variables using Python

Swap Variables using Python

Swapping variables means assigning the value of variable a to variable b and vice versa. We have so many algorithms in computer science for swapping the values of two variables with each other, so in this article, I’m going to…

Quartile Deviation using Python

Quartile Deviation using Python

Quartile deviation means the absolute measure of dispersion. It is the product of half the difference between the upper and lower quartiles (Quartile Deviation = (Q3 – Q1)/2). In this article, I will take you through how to calculate quartile…

All Modules in Python

All Modules in Python

The Python standard library contains over 200 modules. Being an open-source programming language everyone can contribute to Python by creating more packages, libraries and modules. But some modules comes preinstalled with Python which collectively is known as the Python standard…

Python GUI Examples

Python GUI Examples

A graphical user interface (GUI) helps to interact with an application by providing a better user experience. You can think of a GUI as the interface of a website that helps you interact easily. To build your own GUI application…

Applications of Deep Learning

Applications of Deep Learning

Many machine learning algorithms can be used to solve complex problems that require a large amount of data with a large number of features, but deep learning can outperform all algorithms. So to understand where we can use deep learning…

Pyramid Pattern using Python

Pyramid Pattern using Python

Creating patterns by using a programming language is not less than designing an algorithm for a beginner. One of the easiest patterns that you can create is a pyramid that looks like a triangle. So to get your hands on…

Python Libraries for Data Science

Python Libraries for Data Science

Python is such a popular programming language among data scientists because of its beginner-friendly syntax and the support of libraries that we get for all data science tasks. So there are some of the Python libraries you need to learn…

Google Search Analysis with Python

Google Search Analysis with Python

Approximately 3.5 billion searches are performed on Google daily, which means that approximately 40,000 searches are performed every second on Google. So Google search is a great use case for analyzing data based on search queries. With that in mind,…

Rename Columns using Python

Rename Columns using Python

When working on a data science task, sometimes the dataset you are using has features with very complex names, so to keep things simple we can rename the columns with complex names. So in this article, I will walk you…

Merge Sort using Python

Merge Sort using Python

To sort an array we need to arrange the elements of the array by comparing each element efficiently. The merge sort algorithm uses the divide and conquer approach to sort an array by making the least number of comparisons between…

Uber Trips Analysis using Python

Uber Trips Analysis using Python

Uber has been a major source of travel for people living in urban areas. Some people don’t have their vehicles while some don’t drive their vehicles intentionally because of their busy schedule. So different kinds of people are using the…

AutoTS in Python (Tutorial)

AutoTS in Python (Tutorial)

AutoTS is an automatic machine learning library in Python which is developed for the task of automatic time series forecasting. You can use this library for any task of time series forecasting such as predicting the stock prices for the…

Countryinfo in Python (Tutorial)

Countryinfo in Python (Tutorial)

Countryinfo is a Python module that helps to extract information about any country about the properties of that country, including ISO information, states, languages spoken, currencies, and various other information. In this article, I will introduce you to a tutorial…