Links to Code Resources

Python¶

Numpy

https://www.kaggle.com/code/abhayparashar31/best-numpy-functions-for-data-science-50

Scypy

https://www.guru99.com/scipy-tutorial.html

Matplotlib

https://matplotlib.org/stable/users/explain/quick_start.html

Pandas

https://pandas.pydata.org/docs/user_guide/10min.html

Pyspark

https://spark.apache.org/docs/latest/api/python/reference/pyspark.sql/functions.html

TensorFlow

https://towardsdatascience.com/the-ultimate-beginners-guide-to-tensorflow-41d3b8e7d0c7

Keras

https://keras.io/guides/functional_api/

While Loop

https://www.w3schools.com/python/python_while_loops.asp

scikit

https://www.analyticsvidhya.com/blog/2021/08/complete-guide-on-how-to-learn-scikit-learn-for-data-science/

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SQL - See SQL Guide¶

GROUP BY

String Functions

Date and Time Operations

Output control statements

Operaters

Joins

Aggregate Functions

Nested queries

Indexing

Temp Tables

Windowing Functions

R¶

dplyr

https://dplyr.tidyverse.org/

ggplot2

https://www.maths.usyd.edu.au/u/UG/SM/STAT3022/r/current/Misc/data-visualization-2.1.pdf

shiny

https://ourcodingclub.github.io/tutorials/shiny/

caret

https://www.machinelearningplus.com/machine-learning/caret-package/

randomforest

https://www.listendata.com/2014/11/random-forest-with-r.html

tinymodels

https://rviews.rstudio.com/2019/06/19/a-gentle-intro-to-tidymodels/

stringr

https://stringr.tidyverse.org/

lubridate

https://lubridate.tidyverse.org/

Excel¶

Pivot tables and pivot charts

https://www.excel-easy.com/examples/pivot-chart.html

Conditional formatting

https://www.ablebits.com/office-addins-blog/excel-conditional-formatting/

Remove duplicates

https://www.simplilearn.com/tutorials/excel-tutorial/remove-excel-duplicate

VLOOKUP

https://spreadsheeto.com/vlookup/

Simple VBA

https://www.simplilearn.com/tutorials/excel-tutorial/excel-vba

Other¶

Java

https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Introduction

C ++

https://www.educative.io/blog/how-to-learn-cpp-the-guide-for-beginners

Algorithms

https://builtin.com/data-science/python-algorithms

XGBOOST

https://www.analyticsvidhya.com/blog/2016/03/complete-guide-parameter-tuning-xgboost-with-codes-python/

Hadoop

https://www.techtarget.com/searchdatamanagement/definition/Hadoop

Apache Spark

https://spark.apache.org/docs/latest/

DataBricks

https://docs.databricks.com/en/index.html

PyTorch

https://pytorch.org/tutorials/beginner/pytorch_with_examples.html

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