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Konstantin Dobler - Machine Learning & Software Engineering

I'm currently a PhD student at the Hasso Plattner Institute in Potsdam, Germany (the beautiful campus is in the banner picture). I'm mostly interested in generative models for vision (art!) and analyzing large pretrained language models. Also, I'm always looking for the next $\mathrm{\LaTeX}$ hack that helps me write better and better looking papers. If you want to connect, you can find me on LinkedIn or via email.

Konstantin Dobler's Projects

al-folio icon al-folio

A beautiful, simple, clean, and responsive Jekyll theme for academics

autogluon icon autogluon

Private copy of autogluon for changes and adoption.

client icon client

🔥 A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.

cross-lingual-consistency icon cross-lingual-consistency

Easy-to-use framework for evaluating cross-lingual consistency of factual knowledge (Supported LLaMA, BLOOM, mT5, RoBERTa, etc.) Paper here: https://aclanthology.org/2023.emnlp-main.658/

dargparser icon dargparser

dargparser - the typed argparser with dataclasses for deep learning research

datasets icon datasets

🤗 The largest hub of ready-to-use datasets for ML models with fast, easy-to-use and efficient data manipulation tools

dlib icon dlib

Utility library for deep learning research

focus icon focus

[EMNLP 2023] Official Code for "FOCUS: Effective Embedding Initialization for Monolingual Specialization of Multilingual Models"

g6 icon g6

♾ A Graph Visualization Framework in JavaScript

gan-n1 icon gan-n1

GAN research project for conditional generation of faces based on the CelebA dataset

genart icon genart

Implementation of multiple GAN versions and upsampling operations

lit-gpt icon lit-gpt

Hackable implementation of state-of-the-art open-source LLMs based on nanoGPT. Supports flash attention, 4-bit and 8-bit quantization, LoRA and LLaMA-Adapter fine-tuning, pre-training. Apache 2.0-licensed.

persistentargparse icon persistentargparse

Module providing a custom argparse.ArgumentParser subclass with native configuration file support.

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

pytorch-gan icon pytorch-gan

PyTorch implementations of Generative Adversarial Networks.

pytorch-lightning icon pytorch-lightning

The lightweight PyTorch wrapper for high-performance AI research. Scale your models, not the boilerplate.

pytorch-lightning-gans icon pytorch-lightning-gans

Collection of PyTorch Lightning implementations of Generative Adversarial Network varieties presented in research papers.

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