This repository is created for my AI projects.
In this repository you can find and learn about:
Implement Neural Network Implement Machine learning algorithms Use best optimizers for you algorithms Pre processing of your data Using Scikit-Learn, Tensorflow and Keras Implement and solve real and amazing problems using AI algorithms*
Before run these python codes you should install these neccessary softwares and packages to use:
1- Install Python
Note: If you didn't install Python, Download Python and install
2- Install Numpy and Pandas
Numpy: pip install numpy
Pandas: pip install pandas
3- Install Scikit-Learn
Scikit-Learn: pip install -U scikit-learn
4- Install Tensorflow
Tensorflow: install Tensorflow according to your needs via this link
01-Handwriting Recognizer: In this project we are going to implement deep neural network to recognize digits from 0 to 9.
In this project you will learn how to prepare photos to analyze and train your neural network using photos !!!
Note: Because of github upload limitation you have to download dataset via this link
02-Predict goal possibility: Are you fan of football ??
If your answer is Yes, you will get all of fun out of this project !!!
If your answer is No , don't worry you will get fun out of this project as much as football fans too and you may like this sport :)
So in this project you have some features about players and theirs abilitie. In addition of that you have some information about player position to caculate propability of goal.
In this project we use two diffrent models, Deep Neural Network and SVM.
Note: This project was one of questions of quera's challange and its file is available in related link.
03-Perotein Classification: In this project we are going to classify proteins using KNN and RandomForest algorithms. In addition building models, we do data preprocessing in this project and you can learn some tricks in it. In this project we are going to check and plot best hyperparameters for each algorithms to achieve best result.
Note: Because of github upload limitation you have to download dataset via this link
If these projects were helful and you enjoyed like me ❤️
Thank You 😄