Balloon and melon data visualization
- Deaths and cases of corona virus in Iran
-
KNN algorithm
Male Female Detection By Height and Weight using KNN algorithm
- Ranom lines on study time and grade data
- Comparing fitted lines of lingress method and linear regression
-
Predicting prices of Boston hosing dataset using Linear Least Square
two features Age and Number of rooms are chosen
Wroking on digikala dataset to get some information
- Oreder amount per month
- Customers per city
-
QRcode reader
First install pybzar library , then run the code
-
Linear regression on abalone dataset to predict the age of a shell
| Algorithm | Loss |
| MAE | 0.039 |
| MSE | 0.002 |
| Hobber loss | 0.001 |
| Hinge loss | 0.97 |
Perceptron algorithm for predicting the price of Boston housing dataset
To predict the price of the houses, two most correlated features,ZN and RM are chosen
Average error given each data
3D surface showing predicted prices
Weather forecasting with a single perceptron
In the case of a single perceptron ,it is well known that it will never converge on nonlinear data
so when using it forcasting the weather , it will never return any desirable answer
The loss of the model is 8.29
Compare different machine learning algorithm for Titanic problem
Implementing Titanic problem with different maching learning algorithms
to predict the survival and comparing the accuacy
| Algorithm | KNN | Perceptron | MLP(Multi Layer Perceptron |
| Accuracy | 65.55 | 61.96 | 0.91 |
Weather forecasting with a Neural Network
Comapring the loss of a single perceptron and a Neural Network
| Algorithm | Single Perceptron | Neural Network |
| Loss | 8.29 | 3.02 |
loss chart from wandbi.ai
