Kaan UN

Data Science Projects

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Data Science Portfolio of KaanEnt

Visual Relationship Data Exploration

• Learned to use more detailed Data
• Learned to effectively Train and Test Datasets
• Further extended my knowledge on Data Exploration

In this Project, I have done the Data Exploration for a Dataset of 10GB worth of random images and created Training and Testing Datasets from that one big Dataset. Here, I experienced how to work with a big enough Dataset and how much time it can take and through that learned about how I can optimize my time while working with such a set.

TensorFlow Image Recognition

• Image Classification Prediction Program
• Learned to run more optimized Regression Models
• Learned to use Machine Learning to a larger extent

In this Project, I have created a Machine Learning Algorithm through usage of the TensorFlow package. This also is a Project that uses image Data but on a much smaller scale. It is a Image Classification Prediction Algorithm that tells what is in the given image. I have managed to make the Algorithm more than 90% efficient on predicting the contents of the presented image. Working with TensorFlow made me more familiar with Regression Models.

AirBNB Customer Prediction

• Learned to do Data Cleaning and Data Exploration
• Learned to better document Data Science Projects with Notebooks
• Learned to Manipulate Graphs and DataFrames to a higher extent

In this Projects, I have gone through the Data Exploration Process of a Dataset containing the Dataset of AirBNB Customers. My first experience with Data Cleaning and the concept of Data Exploration as a whole. Really further expanded my horizons on how different types of Data interacts with each other in different DataFrames.