How is data prepared for machine learning?
Channel: AltexSoft
Date: 2021-08-31

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

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