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Berk Sudan's Projects

airflow icon airflow

Apache Airflow - A platform to programmatically author, schedule, and monitor workflows

autonomous-robot icon autonomous-robot

TÜBİTAK 2209/A Research Project, including autonomous logistic robot car which can be monitored by mobile app.

credit-approval-tool icon credit-approval-tool

Classified and clustered bank clients with respect to their user profile and decided if they should get credit. KNN & KMeans algorithms, K-Fold developed in C without libraries.

gcn-text-classification icon gcn-text-classification

Text Classification using Graph Convolutional Neural Networks and Natural Language Processing Techniques

loan-data-report-with-aws icon loan-data-report-with-aws

Built a distributed system which completes several objectives with given data to generate loan reports using Amazon Web Services, Apache Spark, Java and Python.

ml-101-course icon ml-101-course

Introduction to Machine Learning Course by Berk Sudan and Mesut Şafak Bilici

otmisc-topic-modeling-tool icon otmisc-topic-modeling-tool

We created a topic modeling pipeline to evaluate different topic modeling algorithms, including their performance on short and long text, preprocessed and not preprocessed datasets, and with different embedding models. Finally, we summarized the results and suggested how to choose algorithms based on the task.

pyspark-auto-clustering icon pyspark-auto-clustering

Implemented an auto-clustering tool with seed and number of clusters finder. Optimizing algorithms: Silhouette, Elbow. Clustering algorithms: k-Means, Bisecting k-Means, Gaussian Mixture. Module includes micro-macro pivoting, and dashboards displaying radius, centroids, and inertia of clusters. Used: Python, Pyspark, Matplotlib, Spark MLlib.

python-kafka-server icon python-kafka-server

Handy tool to manage Apache Kafka scripts. You can start Apache-Kafka services, create topics, list topics, create producers and consumers easily. It basically automates shell scripts with the power of simplicity and great scalability of Python 3.

real-time-emotion-detection icon real-time-emotion-detection

8 emotions detected in real-time with ~77% accuracy. Used: OpenCV, Python 3, Keras, Data Preprocessing, Deep Learning & Machine learning Techniques.

success-prediction-on-e-learning icon success-prediction-on-e-learning

A distributed classification tool developed as a graduation project. Used: Big Data Analysis, Java 8, Spark, Web Mining, Machine Learning.

tum-analytics-cup-2022-winner-versed-chimpanzee icon tum-analytics-cup-2022-winner-versed-chimpanzee

Our team (Versed Chimpanzee) came first among 340 people and 148 registered teams (119 teams did submission) in TUM Analytics Cup 2022 challenge sponsored by Siemens Advanta Consulting and organized by TUM Informatics Decision Sciences & Systems Department.

where-is-the-answer icon where-is-the-answer

A Turkish NLP tool built as a computer project. Used: Python 3, Word2Vec, Natural Language Processing Techniques, Linux Bash Script.

yildiz-recycling icon yildiz-recycling

Yildiz Recycling Project is a social responsibility project aiming to save the environment, raise awareness for recycling and regain uneaten foods.

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