The quality of concrete is determined by its compressive strength, which is measured using a conventional crushing test on a concrete cylinder. The strength of the concrete is also a vital aspect in achieving the requisite longevity. It will take 28 days to test strength, which is a long period. I solved this problem using Data science and Machine learning technology, developed a web application which predicts the "Concrete compressive strength" based on the quantities of raw material, given as an input. Sounds like this saves a lot of time and effort right !
Data source:- https://www.kaggle.com/elikplim/concrete-compressive-strength-data-set
Client: HTML, CSS, JavaScript
Server: Python with libraries xgboost, scikit-learn, pandas, numpy
API Framework: Python Flask==2.0.2
Deployed on web using Heroku (PaaS)
URL:- https://drive.google.com/file/d/1UpS5opKfSMDPr9-XdmGZ3tQfU1qcpu2O/view?usp=sharing
URL:- https://drive.google.com/file/d/1luM7kmcArVvSzW0JXjdrGgdKAfOlCuZT/view?usp=sharing
URL:- https://drive.google.com/file/d/1LLbtalWxQJLprQyWw6ggWS4Rlr8UxsFm/view?usp=sharing
URL:- https://drive.google.com/file/d/1-lHj9yiepwDLlmlgZErEBI3UwNDhwXE8/view?usp=sharing
URL:- https://concretestrengthprediction.herokuapp.com/
- Nambakkam Aravind Rakesh LinkedIn