Ivan Ozerets
Heavily interested in anything data science, machine learning, and AI. Here you'll find my projects, course notes, and apps I've developed for personal development and competency in the field. Feel free to reach out (m-dash) I'm always looking to chat with like-minded folks.
Projects
ML Architecture Comparison
PyTorch vs TensorFlow vs Scikit-learn. Scratch CNN to fine-tuning pretrained models on Intel's scene classification dataset.
GreatBase Tennis RAG Assistant
A personal AI research assistant. In goes a list of links and out pops summaries, highlights, and relevant follow-up.
Stringing Marketplace Micro Saas
Uber for tennis stringers. A place for non-professional stringers with neglected stringers to make an income on the side.
Apps
AI Desktop Companion
An interactive bird that roams around the screen. Evolves its personality with the user through API calls.
Re-Zero Productivity System
An implementation of Mark Forster's Resistance Zero system. Using psychology to build momentum and beat procrastination.
Connect More Desktop Widget
A widget that cycles through reminders. A constant reminder to keep up with the people that mean the most to you.
Courses
Machine Learning Specialization
Coursera · DeepLearning.AI
The most recommended ML course, by Andrew Ng. Supervised, unsupervised, and reinforcement learning basics.
Deep Learning Specialization
Coursera · DeepLearning.AI
Neural networks, CNNs, RNNs, and transformers. Follow-up course by Andrew Ng on modern deep learning.
Machine Learning in Production
Coursera · DeepLearning.AI
MLOps practices for deploying and maintaining ML systems. Learning to understand production-grade pipelines.
Books
Mathematics For Machine Learning
Marc Peter Deisnroth · A. Aldo Faisal · Cheng Soon Ong
Understanding the mathematical foundations of machine learning. The underlying basics of models and AI.
Agentic Design Patterns
Antonio Gullí
Transforming LLMs from chatbots to AI agents. Understanding modern AI tools and how to use them.
Deep Learning
Ian Goodfellow · Yoshua Bengio · Aaron Courville
The definitive deep learning textbook apparently. From mathematical foundations through modern architectures.