Navigating the Metrics Landscape: A Comprehensive Guide to Evaluating Classification Models in Machine Learning — In the previous articles, we introduced various metrics to evaluate performance of a model typically used in classification problems. You can find these here: Part 1 and Part 2. In this article, we will focus on some common metrics that are used to evaluate the performance and accuracy of machine…

Navigating the Metrics Landscape: A Comprehensive Guide to Evaluating Classification Models in Machine Learning — In the previous article, we discussed four common metrics for classification problems: accuracy, precision, recall, and F1 score. You can read that article here. We saw what each metric means, how to calculate it, and how to implement it using Python, numpy and scikit-learn library. In this article, we will…

Navigating the Metrics Landscape: A Comprehensive Guide to Evaluating Classification Models in Machine Learning — Machine learning is the process of creating and applying algorithms that can learn from data and make predictions or decisions. Machine learning models are often evaluated based on how well they perform on a given task, such as classification, regression, clustering, etc. To measure the performance of a machine learning…

Master Pandas: Five Essential Tips for Efficient Data Analysis — Pandas is a popular Python library for data manipulation and analysis. It provides a rich set of tools and features to work with various types of data, such as tabular, time series, text, and more. Pandas can help you to perform tasks such as data cleaning, transformation, aggregation, visualization, and…

5 Steps to Consistently Do Anything — Consistency is the key to achieving any goal you set your mind to. Whether it’s a personal project, a career aspiration, or a new skill you want to develop, the path to success often involves maintaining a consistent effort. …

Unlocking Software Trust: The Power of SBOMs — In a world where software underpins almost every aspect of our lives, trust in software is the foundation of our digital experiences. Imagine the devices you rely on daily — your smartphone, your banking app, your connected car — and consider the complex web of software that powers them. Can…

5 Reasons They Should Be Included with Your Software Product — Software Bill of Materials (SBOMs) are critical documents that provide comprehensive details about the components used in a software product. They are like a detailed ingredients and contents list for a software product, containing details of each component of the product, its dependencies, licences and so much more. In an…

Streamlining Your Data Analysis Workflow with Pandas .assign() — Pandas is a popular library for data manipulation and analysis, and it offers many tools for data processing. However, some operations can be tedious or inefficient with Pandas. In this post, we’ll explore how the .assign() method can help you improve your data analysis workflow. …

Enhancing Code Quality with SonarLint and SonarCloud — Introduction You probably are not writing code that is free of code smells, security issues and is easy to read and understand all at the same time. This includes me as well. In the world of software development, writing code that is bug-free, doesn’t smell, doesn’t have security issues, and is…