Topic: python
Linear Regression
Table of Contents Table of Contents Purpose What are some examples of Machine Learning Model Types of Models Supervised vs Unsupervised…
Logistic Regression
Purpose Exponential Functions Laws of Exponents Logarithm Property Note Solving Equations containing exponents Properties of Logarithms…
Numpy Basics
Why Numpy over Lists? Speed of computation is faster Designed for data analysis Vector operations can be performed Concise and easy to read…
EDA - Exploratory Data Analysis
Purpose Companies usually collect a lot of data over time. Once they have enough data, they realize, they can't do much with it. They come…
Data Visualization and EDA
Purpose Understanding various types of Plots available for analyzing data Prologue Data visualisation is an important skill to possess for…
Standardisation of Data
Purpose Whatever data you get will most likely not be in a format that can be processed directly. There will some form of data cleaning…
Operations on Pandas DataFrames
Merging DataFrames Note: can be set to left / right / inner / outer and it is similar to SQL is the column on which merge can occur…
Reading data from external sources into a DataFrame
Reading from text file Reading from Database Scraping data using bs4 Reading data from PDF files (pyPDF2) Reading from text file Reading…
Treating Missing values in DataFrame
Identify missing values Note: If there were any rows missing all values, we would simply drop them. Treating missing Values There are…
Operations on Numpy Arrays
Reshape the array to a desired size Note: We can use '-1' as the last dimension during reshape and numpy will figure out the required…
Python Tips
PURPOSE Sharing a collection of quick references for common issues encountered when coding in Python CLASSES Using variables of Parent Class…
HackerRank Questions solved in Python 3
PURPOSE Storing Python solutions for questions that I solve on HackerRank Return reverse of Array Using list slicing to reverse array…
Get Machine Information using Python
PUPROSE Extracting Information such as OS, RAM, Virtualization State, GPU from a Windows Machine. Prerequisites There are a couple of…
AWS Operations using Python
PURPOSE Sharing a collection of snippets to perform common AWS operations such as Upload and Cache-Invalidation for S3 buckets, using Python…
Five Powerful and Easy to Learn Numpy Operations
Introduction To put it simply, if you have ever used C/C++, Numpy is the equivalent of Arrays in Python. Along with all the basic operations…