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Hello, I'm Kostas πŸ‘‹

Machine Learning Engineer at Atypon/Wiley

About Me

I have completed my Bachelor's degree in Applied Informatics at UoM and my Master’s Degree in Data and Web Science at the School of Informatics of the AUTh. I am working as Machine Learning Engineer at Atypon, acquiring knowledge about recommendation systems and NLP. In the near future, I see myself working as a Machine Learning and in the long run, I see myself in a leading role within a data-driven company.

🌱 Technologies & Skills

Programming Languages: Python, Java, Scala (Beginner), R (Beginner)

Tools/Frameworks: TensorFlow 2.0, PyTorch, Apache Spark, Apache Beam, scikit-learn, Hugging Face, spaCy, Elasticsearch, MLflow, ONNX

Operating Systems: Linux, Ubuntu, macOS, Windows

Base technologies: REST, Microservices, Git, CI/CD, Maven, Docker/Compose, Apache JMeter, Flask, FastAPI, Google Cloud Platform (GCP)

DataBases: MySQL, PostgreSQL, MongoDB

Statistics/ Machine Learning: Regression (Ridge, Lasso, Logistic), Stochastic processes, Hidden Markov Models, Traditional Machine Learning (K-NN, Support Vector Machines, Decision Trees, Random Forest, NaΓ―ve Bayes, Boosting, Gaussian Mixture Models, KMeans, DBSCAN, CURE), Dimensionality reduction techniques (PCA, LDA, t-SNE, UMAP), Deep Learning (MLPs, CNNs, RNNs, Transformers)

πŸ“« How to Reach Me

Konstantinos Giantsios's Projects

scalable-processing-of-dominance-based-queries icon scalable-processing-of-dominance-based-queries

The following repo focuses on the exploration and discovery of Skyline and top-k dominating points, utilizing the Big Data unified processing engine Spark. The data point creation, as well as an analytical explanation of the methods, employed for each task and their results, are thoroughly presented.

singlelanebridge icon singlelanebridge

Demonstrates the use of multithreading and monitors to guide multiple cars of right and left side cross a single lane bridge. The skeleton code was taken from [Imperial College London](https://www.doc.ic.ac.uk/~jnm/book/book_applets/SingleLaneBridge.html).

tensorflow icon tensorflow

An Open Source Machine Learning Framework for Everyone

toxicity-detection-in-text icon toxicity-detection-in-text

This work focuses on the development of machine learning models, in particular neural networks and SVM, where they can detect toxicity in comments. The topics we will be dealing with: a) Cost-sensitive learning, b) Class imbalance

tuning_playbook icon tuning_playbook

A playbook for systematically maximizing the performance of deep learning models.

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