Thursday, September 9, 2021

Machine Learning for Beginners Resources

Uniqtech guide to Machine Learning. This guide explains the difference between machine learning, traditional programming, machine learning workflow, even machine learning jokes, basic neural network, data cleaning data preprocessing, train_test_split() explained, activation functions, evaluation metric evaluation model, introduction to scikit learn patterns code snippets. It also includes: getting started with R programming, getting started with Natural Language Processing (NLP),  famous people in Machine Learning. 

All Uniqtech flash cards to Machine Learning 

Machine Learning training loop explained

Also check out the Uniqtech Guide for Computer Vision 

Getting started with Computer Vision Uniqtech Guide

Wednesday, September 8, 2021

Debugging R programming RStudio

 R Programming error R installation error rtools not installed.

Starting with R 4.0.0 (released April 2020), R for Windows uses a toolchain bundle called rtools40.

WARNING: Rtools is required to build R packages but is not currently installed. Please download and install the appropriate version of Rtools before proceeding:

4.1.0 doesn't have Rtools40

Data analysis

Data visualization of common math formula.