2 minute read

2 minute read

Neural Networks #1: Basics

less than 1 minute read

Machine Learning #5: Model Evaluation

4 minute read

Diagnostics, ROC Curves, & Validation

Machine Learning #4: Model Optimization

4 minute read

Feature Engineering, Regularization, & Bagging

Machine Learning #3: Classification Models

7 minute read

Support Vectors, K-Nearest Neighbours, Trees, & Forests

Machine Learning #2: Regression Models

7 minute read

Linear, Logistic, Polynomial, Lasso, & Ridge

Machine Learning #1: Basics

2 minute read

ML Workflow & Gradient Descent

Stats #4: Functions

3 minute read

Loss, Risk, & Bayes

Stats #3: Laws & Theorems

3 minute read

Expectation, Variance, CLT, & LOTUS

Stats #2: Distributions

3 minute read

Probability & Random Distribution Functions

Stats #1: Probability

2 minute read

Definitions & Random Variables

Tableau

5 minute read

Basics of the Tableau engine

Python #5: Matplotlib

2 minute read

Basic plots & Pandas plots

Python #4: Pandas

5 minute read

Series, DataFrames, Methods, & Functions

Python #3: Web Scraping

2 minute read

JSON, BeautifulSoup, & Selenium

Python #2: Advanced Functions

6 minute read

Decorators, generators, I/O, RegEx, Modules

Python #1: Basics

5 minute read

Types, Dictionaries, Sets, OOP

SQL #11: Operation & Optimization

5 minute read

System commands, Error Handling, SCD’s & Other

SQL #10: Indexing

3 minute read

Clustered & Non-Clustered Indexes

SQL #9: Programmable objects

6 minute read

Functions, Views & Stored Procedures

SQL #8: Temporary tables

2 minute read

CTE’s & Temp tables

SQL #7: Joining

3 minute read

JOIN & UNION

SQL #6: Sorting

4 minute read

GROUP BY, Window Functions, PIVOT

SQL #5: DML

1 minute read

INSERT, UPDATE, DELETE, MERGE

SQL #4: DDL

2 minute read

CREATE, DROP, ALTER

SQL #3: DQL

4 minute read

SELECT

SQL #2: SQL Design

3 minute read

Constructs, tables, & set up

SQL #1: Database Design

6 minute read

Modelling & database types

My first pull request

less than 1 minute read

Organising Schematics with Python

4 minute read

Welcome

1 minute read