# Dushyant - Machine Learning (Level 1) Pathway

**URL:** <https://stemaway.com/t/dushyant-machine-learning-level-1-pathway/9162>\
**Category:** Machine Learning Pipeline (NLP) (CE) 2021\
**Created:** [August 9, 2021, 6:38pm UTC](https://stemaway.com/t/dushyant-machine-learning-level-1-pathway/9162 "2021-08-09T18:38:30Z")\
**Posts on this page:** 1\
**Showing post:** 3

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**Author:** ![Dushyant](https://d2nat51eddc6b4.cloudfront.net/letter_avatar_proxy/v4/letter/d/41b3a3/32.png) [@Dushyant](https://stemaway.com/u/Dushyant)\
**Post date:** [August 9, 2021, 6:39pm UTC](https://stemaway.com/t/dushyant-machine-learning-level-1-pathway/9162/3 "2021-08-09T18:39:17Z")

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> [@Machine Learning Level 1 - Module 3 - Dushyant Chaudhary](https://stemaway.com/t/machine-learning-level-1-module-3-dushyant-chaudhary/8818):
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> Overview of things learned: Technical Area: Used pandas to organize and clean the scraped data Used Rake, NumPy, and sklearn to create a simple recommender system Gained an understanding of cosine similarity and applied it in my model Used matplotlib to plot some graphs about the data and learned about balancing data Tools: Jupyter Notebooks Pandas, numpy, csv, matplotlib Soft Skills: Explored many new libraries and modules Enhanced my knowledge about data frames Collaborated with my…

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