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Data preprocessing
Manipulation of data before it is analyzed
30 Jan, 2026
Data preprocessing can refer to manipulation, filtration or augmentation of data before it is analyzed, and is often an important step in the data mining process. Data collection methods are often loosely controlled, resulting in out-of-range values, impossible data combinations, and missing values, amongst other issues. Preprocessing is the process by which unstructured data is transformed into intelligible representations suitable for machine-learning models. This phase of model deals with noise in order to arrive at better and improved results from the original data set which was noisy. This dataset also has some level of missing value present in it.
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Srikant
About this project
Heyπ, I'm Srikant Sahoo.
I'm excited to present a project that I've submitted for The Netlify Dynamic Site Challenge. This project is a cutting-edge mock-up user interface designed for virtual reality devices, taking inspiration from futuristic concepts like Apple Vision.
Please note that this project is not associated with any organization and is purely a result of my passion and π for technology and innovation.
All the assets, graphics, and icons used in this project have been duly referenced, and you can find the sources in the References. This project is a testament to my commitment to ethical practices in software development.
This project showcases three key features of Netlify, each demonstrated through a different application:
This app leverages Netlify's
Image CDN capabilityto display photos andNetlify's blob storageto Add photos to Albums. It allows you to filter images by date category. The images are served from cache and optimized for quick loading, demonstrating the efficiency and speed of Netlify's Image CDN.This app utilizes
Netlify's Blobsstorage to store user albums and its contents. In this prototype project, there's no authentication implemented, but I have written a clever and complex logic to create anonymous users and handle their albums data in blobs.
You can see other users albums from theOther's Albumstab. This feature showcases the flexibility and user-friendly nature of Netlify's Blobs storage.This app uses Netlify's Cache Revalidation technique to fetch the latest articles from the web (Wikipedia) using SSR(Server Side Rendering technique of Next JS).
It highlights how Netlify's Cache Revalidation can ensure users always have access to the most recent information.This project is a hobby endeavor that I'm proud of, and I hope it helps you understand the potential of Netlify's capabilities.
It took me more than 5 days to build this. I will be putting up what all challenges I have faced during the development of this, and more details of implementation in the submission article. Would really appreciate if you liked it and can vote my submission here π
You can connect with me anytime here LinkedIn | Twitter
About this project
References