Alessandro Miola's repositories
adventofcode
My attempt to solve advent-of-code puzzles
annotated_deep_learning_paper_implementations
🧑🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠
auth-in-fastapi-notes
Assorted notes on authentication and authorization in FastAPI
Bear
Python Biella Group basic template for a modern generic python application
bertviz
BertViz: Visualize Attention in NLP Models (BERT, GPT2, BART, etc.)
BitcoinBlockchainTechnology
Material for the Bitcoin & Blockchain Technology course
category_encoders
A library of sklearn compatible categorical variable encoders
cleanlab
The standard package for machine learning with noisy labels and finding mislabeled data. Works with most datasets and models.
ConfidentialTransactionsDoc
A detailed description of how Bitcoin Elements Alpha Confidential Transactions works
course
The Hugging Face course on Transformers
course-nlp
A Code-First Introduction to NLP course
covidFit
Fit data from pcm-dpc / COVID-19
data-engineering-zoomcamp
Free Data Engineering course!
scikit-learn
scikit-learn: machine learning in Python
dginst.github.io
Repo for the Digital Gold Institutel website
handson-ml
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in python using Scikit-Learn and TensorFlow.
handson-ml2
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
hypopt
⏸ Parallelized hyper-param optimization with validation set, not crossval
inseq
Interpretability for sequence generation models 🐛 🔍
Learning-Bitcoin-from-the-Command-Line
The best way to learn to learn deeply about bitcoin is to avoid GUIs (even bitcoin-qt), and instead learn it from the command line.
mlbookcamp-code
The code from the Machine Learning Bookcamp book and a free course based on the book
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 ;)
programmingbitcoin
Repository for the book
pytorch-deep-learning
Materials for the Learn PyTorch for Deep Learning: Zero to Mastery course.
resources
PyMC3 educational resources
website
PythonBiellaGroup official website