Halit Ince Email & Phone Number

İstanbul, Türkiye

Istanbul, Türkiye

I work as a machine learning engineer at Sınavza, where I tackle diverse data challenges using machine learning and deep learning techniques. By analyzing large datasets and developing advanced algorithms, I optimize business processes and aid in more effective decision-making. I focus on solving computer vision and natural language processing (NLP) problems, delivering innovative solutions. Additionally, I contribute to the company's data strategy by staying updated with new… Show more I work as a machine learning engineer at Sınavza, where I tackle diverse data challenges using machine learning and deep learning techniques. By analyzing large datasets and developing advanced algorithms, I optimize business processes and aid in more effective decision-making. I focus on solving computer vision and natural language processing (NLP) problems, delivering innovative solutions. Additionally, I contribute to the company's data strategy by staying updated with new technologies and delivering cutting-edge solutions. Show less

For the past four years, I have been providing programming lessons (Python, Java, C++), as well as teaching machine learning and deep learning. In general, the content of my lessons is as follows:1) Python Proficiency: Mastery of Python programming language, including object-oriented programming, decorators, and context managers.2) Basic IT Skills: Command-line skills on Linux platforms, SQL for efficient data manipulation and extraction from relational databases, Git for… Show more For the past four years, I have been providing programming lessons (Python, Java, C++), as well as teaching machine learning and deep learning. In general, the content of my lessons is as follows:1) Python Proficiency: Mastery of Python programming language, including object-oriented programming, decorators, and context managers.2) Basic IT Skills: Command-line skills on Linux platforms, SQL for efficient data manipulation and extraction from relational databases, Git for collaborative development and version control, familiarity with tools like Docker for containerization, understanding cloud platforms (AWS, GCP).3) Mathematical Foundations: Rigorous coverage of mathematical prerequisites including statistics, probability, calculus, linear algebra, and optimization.4) Python Modules for Data Analysis: Utilization of Python libraries such as Numpy, Pandas, and Matplotlib for data analysis.5) Machine Learning: In-depth coverage of supervised (regression, classification) and unsupervised (clustering, dimensionality reduction, etc.) learning using Scikit-Learn.6) Deep Learning: Exploration of deep learning concepts including Deep Neural Networks (DNN), Recurrent Neural Networks (RNN), Convolutional Neural Networks (CNN), Attention Mechanism and Transformers with practical applications such as Natural Language Processing (NLP) and Computer Vision using Keras, TensorFlow, and PyTorch.7) Generative AI and Reinforcement Learning: Generative adversarial networks (GANs) for creating realistic data. Variational autoencoders (VAEs) for learning latent representations. Reinforcement learning algorithms for training agents to solve complex tasks.8) Fundamental Model Deployment Options: Model serialization and deployment using web services. Cloud computing platforms for scalable machine learning (AWS, GCP). Show less

During my tenure as a research assistant, I made significant contributions to several research projects. Key responsibilities during this time include:-Conducted researchs on topics at the intersection of mathematics and computer science, including error correcting codes, quantum codes, and matrix algorithms.-Published research papers in top scientific journals.-Contributed to research projects by developing and implementing algorithms.-Developed softwares that… Show more During my tenure as a research assistant, I made significant contributions to several research projects. Key responsibilities during this time include:-Conducted researchs on topics at the intersection of mathematics and computer science, including error correcting codes, quantum codes, and matrix algorithms.-Published research papers in top scientific journals.-Contributed to research projects by developing and implementing algorithms.-Developed softwares that led to the discovery of several new error correcting codes.-Presented research findings at conferences and workshops.-Taught courses at the university level. Show less

Bachelor'S Degree, Mathematics

Activities and Societies: Music Club

Bachelor'S Degree, Computer Engineering

Not Completed Yet

Doctor Of Philosophy - Phd, Mathematics, Quantum Codes

Not Completed

Master'S Degree, Mathematics

Course Period

Master'S Degree, Mathematics, Error Correcting Codes

Thesis Peirod