Need help with ML & AI? #

Expertise 📈 #

I have built my expertise through a combination of academic and industry experience. I always keep up with new developments in AI.

Some areas in which I can help your company:

• Designing and creating tailor-made ML solutions
• Applications: multi-class/multi-label classification, regression, clustering, signal processing, forecasting, uncertainty estimation, recommendation systems, personalization, customer analytics, A/B testing, anomaly detection, fraud detection, portfolio optimization, factor analysis, source separation, etc.
• Data modalities: images, audio/speech/music, tabular, time series, text, etc.
• MLOps & ML pipelines: data collection, preprocessing, model training, API development, deployment, monitoring, automation, etc.
• Machine learning: statistics, feature engineering, big data/small data problems, classical ML methods, regularization, evaluation, hyper-parameter tuning, Monte Carlo methods, particle filters, multi-armed bandit, etc.
• Deep learning: discriminative & generative models, supervised, semi-supervised, weakly-supervised, self-supervised, unsupervised learning, transfer learning, reinforcement learning, etc.
• Data science: data analysis, visualizations, data-driven decision making, reporting, etc.
• Models: deep neural networks, variational autoencoder (VAE), generative adversarial network (GAN), matrix/tensor factorizations, Bayesian methods, graphical models, mixture models, hidden Markov models, etc.
• Optimization: linear programming, convex problems, constrained optimization, etc.

My background 📚 #

I completed a PhD in Computer Engineering at Bogazici University. My research centered around machine learning, deep learning, and audio signal processing. I also have an MS degree in Software Engineering from Bogazici University.

I founded and led the applied machine learning research team at sahibinden.com. During my time there, I built various machine learning applications that have touched the lives of millions of people. Formerly, I worked there as a principal software engineer and software architect.

I now work as a consultant, combining my previous experience in machine learning and software engineering.

Let’s talk 👋 #

If you’d like to work together, please contact me. Also, you can find out more about me.