Building a Robust Machine Learning Pipeline: Best Practices and Common PitfallsImage by Editor | Midjourney In real life, the machine learning model is not a standalone object that only produces a prediction. It is part of an extended system that can only provide values if we manage it together. We need the machine learning (ML) pipeline to operate the model and deliver value. Building an ML pipeline would require us to understand the end-to-end process of the machine learning lifecycle. […]

Natural Language Generation Inside Out: Teaching Machines to Write Like HumansImage by Editor | Midjourney Natural language generation (NLG) is an enthralling area of artificial intelligence (AI), or more specifically of natural language processing (NLP), aimed at enabling machines to produce human-like text that drives human-machine communication for problem-solving. This article explores what NLG is, how it works, and how this area has evolved over recent years while underscoring its significance in several applications. Understanding Natural Language Generation AI and […]

Anomaly Detection Techniques in Large-Scale DatasetsImage by Editor | Midjourney Anomaly detection means finding patterns in data that are different from normal. These unusual patterns are called anomalies or outliers. In large datasets, finding anomalies is harder. The data is big, and patterns can be complex. Regular methods may not work well because there is so much data to look through. Special techniques are needed to find these rare patterns quickly and easily. These methods help in many areas, like […]

10 Python One-Liners That Will Boost Your Data Science WorkflowImage by Author | Ideogram Python is the most popular data science programming language, as it’s versatile and has a lot of support from the community. With so much usage, there are many ways to improve our data science workflow that you might not know. In this article, we will explore ten different Python one-liners that would boost your data science work. What are they? Let’s have a look. 1. Efficient […]

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Industries in Focus: Machine Learning in FinanceImage by Editor | Midjourney In recent years, the finance industry has been experiencing significant changes, with artificial intelligence and machine learning (ML) playing an increasingly important role. These emerging technologies are beginning to reshape how many financial institutions operate, make decisions, and interact with their customers. In this blog post, we’ll explore some of the ways machine learning is being applied in the finance sector, examining real-world applications, case studies, and some of […]

Leveraging Transfer Learning in Computer Vision for Quick WinsImage by Editor | Midjourney Computer vision (CV) is a field where machines learn to “see” and understand images or videos. It helps machines recognize objects, faces, and even actions in photos or videos. For example, CV is used in self-driving cars to detect road signs and people, or in medical scans to spot diseases. Training a CV model from scratch can take a lot of time, data, and computer power. Transfer […]

Categorical variables are pivotal as they often carry essential information that influences the outcome of predictive models. However, their non-numeric nature presents unique challenges in model processing, necessitating specific strategies for encoding. This post will begin by discussing the different types of categorical data often encountered in datasets. We will explore ordinal encoding in-depth and how it can be leveraged when implementing a Decision Tree Regressor. Through practical Python examples using the OrdinalEncoder from sklearn and the Ames Housing dataset, […]

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7 Open-Source Machine Learning Projects You Can Contribute To TodayImage by Author | Created on Canva Are you a machine learning enthusiast looking to level up your skills? If so, contributing to open-source machine learning projects is one of the best ways to improve your coding skills. When you work on open-source ML tools, you’ll learn more about how ML frameworks work internally. You’ll also get to improve your coding practices, debugging skills, and become familiar with large codebases. In […]