elendorial's starred repositories
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
Kalman-and-Bayesian-Filters-in-Python
Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.
machine-learning-articles
🧠💬 Articles I wrote about machine learning, archived from MachineCurve.com.
BDA_py_demos
Bayesian Data Analysis demos for Python
neuromancer
Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.
machine-learning-and-simulation
All the handwritten notes 📝 and source code files 🖥️ used in my YouTube Videos on Machine Learning & Simulation (https://www.youtube.com/channel/UCh0P7KwJhuQ4vrzc3IRuw4Q)
conformal-prediction
Lightweight, useful implementation of conformal prediction on real data.
Transformers_And_LLM_Are_What_You_Dont_Need
The best repository showing why transformers might not be the answer for time series forecasting and showcasing the best SOTA non transformer models.
Probabilistic_ML
Material for the "Probabilistic Machine Learning" Course at the University of Tübingen, Summer Term 2023
DS4DS_Course
Data Science for Dynamical System Course
greenlearning
Learning Green's functions of partial differential equations with deep learning.
darkgreybox
DarkGreyBox: An open-source data-driven python building thermal model inspired by Genetic Algorithms and Machine Learning
buildingenergygeeks
Bringing building energy simulation and statistical learning together
Neural-Spectral-Methods
[ICLR 2024] Neural Spectral Methods: Self-supervised learning in the spectral domain.
PhysNet_Thermal_Models
Physics informed neural networks for control-oriented building thermal models
probnumspringschool2024-tutorial
Practical session on implementing probabilistic ODE solvers at the ProbNumSchool 2024