YesilScience-AI-Workshop

This repository contains workshop materials from the AI Workshop, Yesil Science.

Week 1

Introduction to OpenCV

Read an image using OpenCV
Capture videos from camera
Drawing Functions
Mouse Events
Creating a trackbar

Week 2 - Yeditepe University

Machine Learning - Artificial Neural Network

We talked about What machine learning is, machine learning algorithms, supervised and unsupervised learning, artificial neural networks and numpy.

Basic artificial neural network.

Week 3 - Yesil Society

Representation of Single Neuron Mathematical State of Artificial Neural Network from Scratch

In this workshop directory , it contains the complete coding of the artificial neural network using only numpy. This workshop is organized as part of the Yesil Society event. In this workshop, we used a cat dataset which we took it from Coursera. ("lr_utils)

Pre-processing (Vector operations, shape and reshape)
Mathematical notation of the algorithm
Training and predict
Cat Classification

Deep Learning and CNN [Google Colabs] - by Ömer Özgür

Pre-processing
Training and predict with using Keras.
MobileNetV2
Butterfly Classification

Google Colab

Before you start to use this link, you have to add this drive to your drive. After that, you can test the file. Send me an e-mail if you have any error.

Google Colab link for that work: Google Drive

Contributing

This project is organized in Yesil Science to keep our knowledge up-to-date and improve ourselves . If you want to contribute, you can send an e-mail to tunalimustafamertt@gmail.com.

mustafamerttunali/yesilscience-ai-workshop