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End-to-End Data Science Projects with Source Code
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Ongoing, First published Dec 23, 2024
Learn about the workflow of practical applications of the Data Science field to improve the skills and create a portfolio. Projects that involve handling end-to-end projects give great insights into data pre-processing, analysis, modelling, and even on how to deploy the solution into production. Here are some exciting project ideas with source code.
House Price Prediction: Employ multiple line regression analysis in order to forecast property's value depending on location, size, as well as amenities.
Customer Segmentation: Use clustering approach to sort out customers for appropriate marketing strategies.
Credit Card Fraud Detection: Propose a model of classification that can identify doubtful transactions.
Sentiment Analysis: Another advance is in applying natural language processing (NLP) performance to analyse public sentiment from social papers.
Sales Forecasting: Analyse sales data through time series analysis to make future sales forecasts.
All the projects entail data gathering, pre-processing, data exploration, data transformation, building, and evaluating models, and implementation. Having detailed source codes, you can comprehend what has been done and then practice it or apply it in practice.
Begin your data science experience with these exercises and demonstrate your talents. Open the door to data analysis for business problems now!
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THE END OF WAR (Watty Award Winner)

88 parts Complete

A secret program in the United States seeks to replace human militaries with artificial intelligence-driven machines, but the machines aren't so willing to play along. *** Picture a world where humans no longer fight wars. No more families missing loved ones. No more veterans with lifelong mental and physical scars. No more conscription. For the super-secret End of War Project inside the United States government, such a reality is already here. The project models out how artificial intelligence can overcome dangerous and morally sensitive war scenarios with algorithms and automation. The centerpieces are "autonomous combat machines," or ACMs, that look like humans but function like supercomputers. After a string of brilliant successes in the field of combat, the End of War Project is preparing to reveal itself to the public, but something unusual stands in the way. Against their programming, the ACMs start exhibiting all-too-human signs of apprehension, guilt and compassion as they're pushed to perform ever more extreme tasks. The human leaders of the End of War Project race to find who "hacked" the ACMs, but what they find is even more startling--and revealing--than they could ever imagine. ***2019 Watty Award Winner - Science Fiction***