Archive

2024

January

LoRA - low rank adaption explained in three minutes

2023

September

Understanding the difference between weight decay and L2 regularization

April

Intelligent agents guided by LLMs

March

How to build a chatbot out of your website content

Build a Q&A bot of your website content with langchain

February

Interactive visualization of stable diffusion image embeddings

January

Semantic segmentation with prototype-based consistency regularization

2022

November

Everything you need to know about stable diffusion

October

Frame decisions as bets to improve decision making

August

How and why stable diffusion works for text to image generation

July

Rethinking Depthwise Separable Convolutions in PyTorch

June

Creating Pleasant Plots With Seaborn

March

DINO - Emerging properties in self-supervised vision transformers

February

Rethinking Batch in BatchNorm

2021

December

Hyperparameter tuning on numerai data with PyTorch Lightning and weights & biases

November

Hyperparameter tuning on numerai data with fastai and weights & biases

October

P-Diff Learning Classifier with noisy labels based on probability difference distributions

September

Git config

July

Bash string manipulation

June

Meta-learning from noisy labels

May

Refactoring machine learning code - namedtuple

April

Refactoring machine learning code - einops

March

Refactoring machine learning code - comments as code

February

Depthwise Separable Convolutions in PyTorch

2020

November

Pyramidal Convolution: Rethinking Convolutional Neural Networks for Visual Recognition

September

How to properly manage ssh keys for server access

August

End-to-End object detection with transformers

June

Accurate, Large Minibatch SGD: Training ImageNet in 1 Hour

May

Swift as a viable Python alternative?

April

Eigenvectors and eigenvalues in machine learning

March

Parsing JSON data from AWS lambda functions in Python

February

PyTorch multi-GPU training for faster machine learning results

January

Plot PyTorch tensors with matplotlib

2019

December

Do you know which inputs your neural network likes most?

November

Shapeshifting PyTorch

October

What are embeddings in machine learning?

August

Bash: Keep Script Running - Restart on Crash

June

Writing command-line tools in Python: argument parsing

May

Better unit tests in Django using Mommy

PyTorch GPU inference with Docker and Flask

April

How To Unfreeze Vim

March

PyTorch Model in Production as a Serverless REST API

Graphical Explanation of Neural Networks and Gradients with Python

Debugging Tensorflow

February

Deep Learning on Medical Images With U-Net

Build Your Own Javascript Game in 5 Minutes

Monte Carlo for better time estimates of your work

Play Video Games Using Neural Networks

Vim Commands You Should Know About

Database Backup in the Cloud using AWS

January

Training a neural network with Numpy

Domain Driven Design (DDD)

How to write clean code?

What the heck is ~~ in JavaScript?

2018

December

mod_rewrite operations you should know about