brohrer/how-to-train-your-robot

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Python
Created about 2 years ago
Updated 12 months ago

brohrer/how-to-train-your-robot

brohrer

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Content, code, and resources for the book How to Train Your Robot.

academic_advisory

Collected opinions and advice for academic programs focused on data science skills.

sharpened-cosine-similarity

An alternative to convolution in neural networks

brohrer.github.io

Public web page for brohrer

cottonwood

A flexible neural network framework for running experiments and trying ideas.

pacemaker

For controlling time per iteration loop in Python.

parameter_efficiency_leaderboard

The most parameter efficient machine learning models on a few popular benchmarks

publications

Posts, presentations and papers I've written.

taming_matplotlib

Tutorials for getting the most out of Matplotlib

nn_framework

A simple neural network framework

how_optimization_works

cottonwood_martian_images

Autoencoder-based image compression using pictures of the surface of Mars.

what_nns_learn

Simulations to illustrate what neural networks learn.

byo_decision_tree

Code and data to accompany the Udemy course End-to-end data science: decision trees

how_modeling_works

scs-gallery

Some examples of sharpened cosine similarity in working neural networks.

lodgepole

Image and video processing toolbox

autoencoder_visualization

Custom visualization of a deep autoencoder neural network using Matplotlib.

sqlogging

Sqlite3-based logging for Python

nn_optimization

A neural network framwork for demonstrating hyperparameter optimization

ziptie

build_your_own

A collection of "build your own" projects.

becca_test

A suite of test worlds for BECCA.

becca_toolbox

A collection of tools for use with Becca

becca_viz

Visualization tools for becca

httyr-tools

A junk drawer of snippets and utilities to accompany How to Train Your Robot code

ponderosa

A hyperparameter optimization tool

robot-training-game

ab-test-peeking

byo_dog_breed_sizer

An end-to-end machine learning project to build a tool that chooses dog breeds based on their size and build

tyrfyi

Website for tyr.fyi domain

study-mr-frog

ziptie-paper

A white paper describing the Ziptie algorithm, and all the files needed to render it in LaTeX

cartographer-paper

cartographer