dbarrejon

ddsp

DDSP: Differentiable Digital Signal Processing

AudioSignalProcessingForML

Code and slides of my YouTube series called "Audio Signal Proessing for Machine Learning"

generating-melodies-with-rnn-lstm

Repo with code and slides for the "Generating Melodies with RNN-LSTM" YouTuve series.

generativemusicaicourse

Resources for the Generative Music AI Course on The Sound of AI YouTube channel.

fiftyone

The open-source tool for building high-quality datasets and computer vision models

ml-calibration

relplot: Utilities for measuring calibration and plotting reliability diagrams

open-interpreter

A natural language interface for computers

shieldXL

A rework/remix of the monome norns shield

courses

This repository is a curated collection of links to various courses and resources about Artificial Intelligence (AI)

MIMIC-IV-Data-Pipeline

A customizable pipeline for data extraction from MIMIC-IV.

pandas-ai

Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.

ltt

Learn then Test: Calibrating Predictive Algorithms to Achieve Risk Control

phd-thesis

Source code for my PhD thesis: Backpropagation Beyond the Gradient

puncc

👋 Puncc is a python library for predictive uncertainty quantification using conformal prediction.

website

evals

Evals is a framework for evaluating LLMs and LLM systems, and an open-source registry of benchmarks.

kaggle-computer-vision-competition

In this competition, we are given the images of a handwritten Bengali grapheme and are challenged to separately classify three constituent elements in the image: grapheme root, vowel diacritics, and consonant diacritics. This is the combined effort to build a pipeline in PyTorch and to have modular state of the art image classification code. WIP

Multi_L2D

Code for Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles [AISTATS'23]

observations

Tools for loading standard data sets in machine learning

kaobook

A LaTeX class for books, reports or theses based on https://github.com/kenohori/thesis and https://github.com/Tufte-LaTeX/tufte-latex.

arxiv-collector

A little Python script to collect LaTeX sources for upload to the arXiv.

distrax

safecolours

Some latex definitions for colour-blind safe colours

human_ai_deferral

Human-AI Deferral Evaluation Benchmark (Learning to Defer) AISTATS23

improve-expert-predictions-conformal-prediction

Code for "Improving Expert Predictions with Prediction Sets" , ICML 2023

fortuna

A Library for Uncertainty Quantification.

MIMIC_Extract

MIMIC-Extract:A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III

MedFuse

Shi-VAE

Shi-VAE: Sequential Heterogeneous Incomplete VAE

PRML

PRML algorithms implemented in Python