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Data Cleaning Techniques in Data Mining and Machine Learning

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Bad quality or unclean data is likely to result in inaccurate insights. Table of Contents Why are Data Cleaning Techniques Important? Data Cleaning Techniques in Machine Learning Data Cleaning Process in Data Mining. Data Cleaning Process in Data Mining. Normalizing the Mining process.

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15 Data Mining Projects Ideas with Source Code for Beginners

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In this blog, you will find a list of interesting data mining projects that beginners and professionals can use. Please don’t think twice about scrolling down if you are looking for data mining projects ideas with source code. The dataset has three files, namely features_data, sales_data, and stores_data.

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Our Picks for 7 Best Python Data Science Books to Read in 2025

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Whether you are beginner looking to pursue a career in data science or looking to improve your python skills for data analysis, you might be overwhelmed with the amount of learning resources available out there - courses, books, and videos. So, if you're seeking the best python data science books, we’ve got you covered.

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21 Best Machine Learning Books for Beginners and Experts

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Learning machine learning is easy and quick, and you can learn through machine learning courses, videos, bootcamps, tutorials, and of course, good machine learning books! Each project and book is recommended by ProjectPro’s industry experts, making them the richest sources of practical knowledge in the world of machine learning.

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15 Sample GCP Projects Ideas for Beginners to Practice in 2025

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Cab Booking System Using Google Cloud Platform Companies like Uber and Ola have resolved the commute problem of all citizens of the world. Source: Image.slidesharecdn.com The Online Cab Booking System uses a lot of data stored in Big Query and then uses Google maps to understand the coordinates of the different cabs in a particular area.

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10 Unique Business Intelligence Projects with Source Code 2025

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Business Intelligence refers to the toolkit of techniques that leverage a firm’s data to understand the overall architecture of the business. This understanding is achieved by using data visualization , data mining , data analytics , data science, etc. methodologies.

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How to Learn Big Data Step by Step from Scratch in 2025?

ProjectPro

Not only do the projects apply all the underlying concepts, but they also incorporate the cutting-edge tools and technologies of big data. Explore 250+ Solved End-to-End Big Data Projects on ProjectPro to solve real-world business problems. Data warehousing and data mining to extract trends from data to generate key insights.