Iason Katechis's Projects
The Datathlon from Big Blue Data Academy where we had 8 hours to perform sentiment analysis on game reviews using ML and DL techniques.
This is the repository for the 1st project on EDA for the Big Blue Data Academy Bootcamp 2021/2022. The title of the project is 'Deaths Caused by Police in the United States'
ML project 1
An interactive Dashboard written in python dash exploring the recipes on food.com
Computer vision Object Detection Program to detect and count specific objects (shipping containers) from images and/or videos
Notes, programming assignments and quizzes from all courses within the Coursera Deep Learning specialization offered by deeplearning.ai: (i) Neural Networks and Deep Learning; (ii) Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization; (iii) Structuring Machine Learning Projects; (iv) Convolutional Neural Networks; (v) Sequence Models
Using fitted kinetic parameters I perform Gillespie Simulation to contsruct dwelltime distrubutions for various DNA constructs
Open-source demos hosted on Dash Gallery
Getting Started with PyTorch Lightning, Published by Packt
Code for the book Deep Learning with PyTorch by Eli Stevens, Luca Antiga, and Thomas Viehmann.
Notes & exercise solutions of Part I from the book: "Hands-On ML with Scikit-Learn, Keras & TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems" by Aurelien Geron
Config files for my GitHub profile.
MIT Deep Learning Book in PDF format (complete and parts) by Ian Goodfellow, Yoshua Bengio and Aaron Courville
Using the MLfit library, I perform Simulated Annealing on exponentially distributed data using Maximum Likelihood as the Objective Function
The Python code to reproduce the illustrations from The Hundred-Page Machine Learning Book.
A tutorial for widgets