https://github.com/rubentea16/cheat-sheet-road-map

Data Science Cheatsheet and NLP Road Map
https://github.com/rubentea16/cheat-sheet-road-map

data-science machine-learning python

Last synced: 5 months ago
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Data Science Cheatsheet and NLP Road Map

• Host: GitHub
• URL: https://github.com/rubentea16/cheat-sheet-road-map
• Owner: rubentea16
• Created: 2020-06-18T13:04:16.000Z (about 6 years ago)
• Default Branch: master
• Last Pushed: 2020-06-26T18:06:44.000Z (about 6 years ago)
• Last Synced: 2024-12-29T09:42:32.156Z (over 1 year ago)
• Topics: data-science, machine-learning, python
• Homepage:
• Size: 69 MB
• Stars: 6
• Watchers: 2
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • Roadmap: roadmap/ml_roadmap.png

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README

          
# Data Science Cheat Sheet and NLP Road Map

## Data Science Cheat Sheet

- [BecomingHumanCheatSheets](cheat-sheet/BecomingHumanCheatSheets.pdf)

- [Bokeh](cheat-sheet/bokeh.pdf)

- [Datatable](cheat-sheet/datatable.pdf)

- [Importing Data](cheat-sheet/importing_data.pdf)

- [Jupyter Notebook](cheat-sheet/jupyter_notebook.pdf)

- [Keras](cheat-sheet/keras.pdf)

- [Matplotlib](cheat-sheet/matplotlib.pdf)

- [Numpy](cheat-sheet/numpy.pdf)

- [Pandas 1](cheat-sheet/pandas_1.pdf)

- [Pandas 2](cheat-sheet/pandas_2.pdf)

- [PySpark](cheat-sheet/pyspark.pdf)

- [Scikit-learn](cheat-sheet/scikit-learn.pdf)

- [Scipy](cheat-sheet/scipy.pdf)

- [Seaborn](cheat-sheet/seaborn.pdf)

- [Spacy](cheat-sheet/spacy.pdf)

- [Spark SQL](cheat-sheet/spark_sql.pdf)

- [Tidyverse](cheat-sheet/tidyverse.pdf)

- [Xts](cheat-sheet/xts.pdf)

- [Data Science for Business Leader](cheat-sheet/business_leader.pdf)

## NLP Road Map

![](img/title.png)



#### Curriculum

- Probability and Statistics

- Machine Learning

- Text Mining

- Natural Language Processing

## Probability & Statistics

![](roadmap/probstat_roadmap.png)

## Machine Learning

![](roadmap/ml_roadmap.png)

## Text Mining

![](roadmap/textmining_roadmap.png)

## Natural Language Processing

![](roadmap/nlp_roadmap.png)

#### Reference

[NLP Road Map 2019](https://github.com/graykode/nlp-roadmap)