Machine Learning Engineering Open Book

Build, evaluate, understand, and fix LLM-based apps

Curated list of tools, projects and productions using program-aided reasoning

Let's Sample Step by Step: Adaptive-Consistency for Efficient Reasoning with LLMs

A playbook for systematically maximizing the performance of deep learning models.

Code for the paper Code for the paper InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning

This repository provides details and links to the ACL anthology corpus/collection including .bib, .pdf and grobid extractions of the pdfs

Official repository for CMU Machine Learning Department's 10717: "The Art of the Paper".

Guide to using pre-trained large language models of source code

[EMNLP 2021] Dataset and PyTorch Code for ExplaGraphs: An Explanation Graph Generation Task for Structured Commonsense Reasoning

OpenPI dataset for tracking entities in open domain procedural text

A highly sophisticated sequence-to-sequence model for code generation

DISTIL: Deep dIverSified inTeractIve Learning. An active/inter-active learning library built on py-torch for reducing labeling costs.

An assignment on creating a minimalist neural network toolkit for CS11-747

Test prompts for OpenAI's GPT-3 API and the resulting AI-generated texts.

The source code of the paper "A Generative Model for Joint Natural Language Understanding and Generation" published at ACL 2020.

Code for Politeness Transfer: A Tag and Generate Approach

Dataset for the politeness transfer task

Evaluation code for various unsupervised automated metrics for Natural Language Generation.

Reference BLEU implementation that auto-downloads test sets and reports a version string to facilitate cross-lab comparisons

A tool for transcribing orthographic text as IPA (International Phonetic Alphabet)

Papers & presentation materials from Hugging Face's internal science day

PRML algorithms implemented in Python

🐥A PyTorch implementation of OpenAI's finetuned transformer language model with a script to import the weights pre-trained by OpenAI

A library for efficient similarity search and clustering of dense vectors.

✨Fast Coreference Resolution in spaCy with Neural Networks