Dan Romuald Mbanga's repositories
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.
jupyter
Jupyter metapackage for installation, docs and chat
pyro
Deep universal probabilistic programming with Python and PyTorch
statsintro_python
Python modules and IPython Notebooks, for the book "Introduction to Statistics With Python"
pytorch
Tensors and Dynamic neural networks in Python with strong GPU acceleration
ModernRobotics
Modern Robotics: Mechanics, Planning, and Control Code Library
danromuald.github.io
Repository for the blog at www.danulab.com
text_classification
all kinds of text classificaiton models and more with deep learning
the-incredible-pytorch
The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.
scientific-python-lectures
Lectures on scientific computing with python, as IPython notebooks.
tikz_cnn
Macro to draw architecture of convolutional neural nets in tikz.
Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
schuller-quantum
Source code for lecture notes
LaTeX-examples
Examples for the usage of LaTeX
sagemaker-pytorch-neural-style
Neural style transfer with Amazon SageMaker
sm-ml-project-scaffold
Amazon SageMaker ML project scaffolding.
dl-docker-volta
Deep learning Docker containers built for NVIDIA's Volta GPU on AWS P3 instances.
Algorithms
Several algorithms and data structures implemented in C++ by me (credited to others where necessary).
tensorflow-workshop
Slides and code from our TensorFlow workshop.
ipython-tikzmagic
IPython magics for generating figures with TikZ
docker-cheat-sheet
Docker Cheat Sheet
neural_image_captioning
Neural image captioning (NIC) implementation with Keras 2.
cookiecutter-data-science
A logical, reasonably standardized, but flexible project structure for doing and sharing data science work.
python-machine-learning-book
The "Python Machine Learning" book code repository and info resource
mxnet-ui
Image Classification using MXNetR
mac-setup
Installing Development environment on Mac OS X
shiny-apps
Some ideas
NeuralNetwork-Examples
The same small networks implemented in different frameworks