Knowledge Base

Resource Library

Basic Python
General Python coding challenges
Sorting Data with Pandas
Reading and Writing Files with Pandas

SDA
A visual introduction to probability and statistics

Being a Data Professional
Why you (yes, you) should blog
Data science is different now
Why is machine learning 'hard'?
Good Data Scientist, Bad Data Scientist
How expert analysts think about time

Computer Vision
Neural Networks by 3Blue1Brown
Image Kernels/Convolution
CNNs from different viewpoints
Inside a Neural Network
CNN: Convolutional Neural Networks Explained
Introducing Convolutional Neural Networks
9 Applications of Deep Learning for Computer Vision
Conv Nets: A Modular Perspective
TensorFlow Playground
Data Preprocessing & EDA
MultiIndex in Pivot Table
The Quartz Guide to Bad Data
200 Countries, 200 Years, 4 Minutes
Combining Data in Pandas

SQL
SQL: One of the most valuable skills
SQL Style Guide

Machine Learning
Starting with Linear Regression
Think twice before dropping that first OHE column
Regex101: Build, Test, and Debug Regex
NLP with NLTK

Automation
Data Visualization with Dash
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