How is data prepared for machine learning?
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Data is one of the main factors determining whether machine learning projects will succeed or fail. That's why it is necessary to prepare data in the most digestible form for a future ML model. Watch our video to find out more about data preparation for machine learning: 00:00 Intro 01:19 Dataset size 03:07 Dataset quality 04:35 Labeling 06:35 Data reduction and cleansing 09:56 Data wrangling 12:14 Feature engineering Sources: [1] https://www.reuters.com/article/us-amazon-com-jobs-automation-insight/amazon-scraps-secret-ai-recruiting-tool-that-showed-bias-against-women-idUSKCN1MK08G [2] https://www.sciencedirect.com/science/article/pii/S0933365716301749#bib0155 Read more in our article: https://www.altexsoft.com/blog/datascience/preparing-your-dataset-for-machine-learning-8-basic-techniques-that-make-your-data-better/ Music by Epidemicsound.com Learn more about AltexSoft: https://www.altexsoft.com Follow us on LinkedIn: https://www.linkedin.com/company/altexsoft Follow us on Facebook: https://www.facebook.com/altexsoft/ Follow us on Twitter: https://twitter.com/AltexSoft Follow us on Instagram: https://www.instagram.com/altexsoftcom/
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