From 703fa8728d4a053af37fe07a97169b776520e01b Mon Sep 17 00:00:00 2001 From: Akshay Bahadur Date: Fri, 4 Jun 2021 03:13:11 +0530 Subject: [PATCH] Update readme.md --- readme.md | 26 +++++++++++--------------- 1 file changed, 11 insertions(+), 15 deletions(-) diff --git a/readme.md b/readme.md index 1e9bb53..9efe567 100644 --- a/readme.md +++ b/readme.md @@ -1,13 +1,13 @@ -# Digit Recognition using Softmax Regression [![](https://img.shields.io/github/license/sourcerer-io/hall-of-fame.svg?colorB=ff0000)](https://github.com/akshaybahadur21/Digit-Recognizer/blob/master/LICENSE.txt) [![](https://img.shields.io/badge/Akshay-Bahadur-brightgreen.svg?colorB=ff0000)](https://akshaybahadur.com) -This code helps you classify different digits using softmax regression. +# Digit Recognition 🎰 + +[![](https://img.shields.io/github/license/sourcerer-io/hall-of-fame.svg?colorB=ff0000)](https://github.com/akshaybahadur21/Digit-Recognizer/blob/master/LICENSE.txt) [![](https://img.shields.io/badge/Akshay-Bahadur-brightgreen.svg?colorB=ff0000)](https://akshaybahadur.com) -### Sourcerer -[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/0)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/0)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/1)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/1)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/2)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/2)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/3)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/3)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/4)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/4)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/5)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/5)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/6)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/6)[![](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/images/7)](https://sourcerer.io/fame/akshaybahadur21/akshaybahadur21/Digit-Recognizer/links/7) +This code helps you classify different digits using softmax regression. -### Code Requirements +## Code Requirements 🦄 You can install Conda for python which resolves all the dependencies for machine learning. -### Description +## Description 🏦 Softmax Regression (synonyms: Multinomial Logistic, Maximum Entropy Classifier, or just Multi-class Logistic Regression) is a generalization of logistic regression that we can use for multi-class classification (under the assumption that the classes are mutually exclusive). In contrast, we use the (standard) Logistic Regression model in binary classification tasks. @@ -15,33 +15,29 @@ Softmax Regression (synonyms: Multinomial Logistic, Maximum Entropy Classifier, For more information, [see](https://www.kdnuggets.com/2016/07/softmax-regression-related-logistic-regression.html) -### Python Implementation +## Python Implementation 👨‍🔬 1) Dataset- MNIST dataset 2) Images of size 28 X 28 3) Classify digits from 0 to 9 4) Logistic Regression, Shallow Network and Deep Network Support added. -### Train Acuracy ~ 91 to 99% -### Test Acuracy ~ 90 to 98% - +## Results 📊 -### Execution for writing through webcam +## Execution 🐉 To run the code, type `python Dig-Rec.py` ``` python Dig-Rec.py ``` +## Results 📊 -### Execution for showing images through webcam +## Execution 🐉 To run the code, type `python Digit-Recognizer.py` ``` python Digit-Recognizer.py ``` - - -