May 3, 2021 Machine Learning

A GPU-optional modular synthesizer in pytorch

torchsynth torchsynth is based upon traditional modular synthesis written in pytorch. It is GPU-optional and differentiable. Most synthesizers are fast in terms of latency. torchsynth is fast in terms of throughput. It synthesizes audio 16200x faster than realtime (714MHz) on a single GPU. This is of particular interest to audio ML researchers seeking large training corpora. Additionally, all synthesized audio is returned with the underlying latent parameters used for generating the corresponding audio. This is useful for multi-modal training regimes. […]

May 3, 2021 Robot

A multilanguage Telegram shop bot with Telegram Payments support

Greed A customizable, multilanguage Telegram shop bot with Telegram Payments support! Demo Send a message to @greedtestbot on Telegram to view a demo of the bot in action! Use the special credit card number 4242 4242 4242 4242 to add unlimited credit to your account. Screenshots Installation This installation procedure assumes you are on a Linux system, using bash and have python3.8 installed. Requirements Consider renting a VPS to host the bot on; a cheap one should do, as greed […]

May 3, 2021 Data Visualization

Tools for calculating and visualizing Elo-like ratings of MLB teams using Retosheet data

BaseballRatings This project uses historical baseball games data to calculate an Elo-like rating for MLB teams based on regular season match ups. The Elo rating system was originally developed for ranking chess players but also can Wikipedia has more technical details on the rating system: https://en.m.wikipedia.org/wiki/Elo_rating_system A similar analysis was done by 538: https://projects.fivethirtyeight.com/complete-history-of-mlb/ This repo consists of three primary pieces of code: Parser.py imports and cleans the game-level data. It performs basic calculations, such as determining game winners. Elo.py […]

May 3, 2021 Job Scheduler

Automatic class scheduler for Texas A&M written with Python+Django and React+Typescript

Rev Registration Rev Registration is an automatic class scheduler for Texas A&M, aimed at easing the process of course registration by generating compatible schedules given the courses a student would like to take and what preferences they have. Simply select a term, pick your courses, mark off when you’re not available, and we’ll generate schedules for you! For instance, imagine you’ve settled on 3 sections of a course you are fine with having and are having trouble finding a schedule […]

May 3, 2021 Natural Language Processing

A reading-focused foreign language learning aid orientated towards young children

Langy Langy is a reading-focused foreign language learning aid orientated towards young children. Reading is an activity that every child knows. It is a necessary skill that is learned at school and at home, not only building on a child’s linguistic capability, but also their cognitive and social skills. Langy aims to enable children to learn vocabulary in a new language in a manner that feels familiar to them. The platform allows users to read a variety of children’s books, […]

May 3, 2021 Graph

Using Python and Processing to create art

May 3, 2021 Plot

A Cross-Platform Plot Manager for Chia Plotting

Swar’s Chia Plot Manager This is a Cross-Platform Plot Manager for Chia Plotting that is simple, easy-to-use, and reliable. Features Stagger your plots so that your computer resources can avoid high peaks. Allow for a list of destination directories. Utilize temporary space to its maximum potential by starting a new plot early. Run a maximum number of plots concurrently to avoid bottlenecks or limit resource hogging. More in-depth active plot screen. Installation The installation of this library is straightforward. I […]

May 3, 2021 Python

Python News: What’s New From April 2021?

If you hang around Python developers long enough, you’ll eventually hear someone talk about how awesome the Python community is. If you want to get up to speed on what happened in the Python community in April 2021, then you’ve come to the right place to get your news! From better error messages that improve user experience to community-driven efforts to delay a change to CPython, April 2021 was a month full of stories that reminded us that Python is […]

May 3, 2021 NLP

How to Prevent Machine Learning Models from Failing in Practice?

Have you seen machine learning solutions fall flat in practice? Well, I have. Several times. I get occasional panic calls from teams about their 98% accurate models generating questionable predictions once released to actual users. Did they build a bad model? Maybe. But the real issue is that the majority of these teams skipped a step. And that step is testing. Not just any type of testing, but post-development testing (PDT). What is Post-Development Testing (PDT)? Post-development testing in the context of machine learning is an experimentation period […]

May 2, 2021 Neural Machine Translation (NMT), NMT Leave a comment

Machine Translation Weekly 77: Reference-free Evaluation

This week, I am will comment on a paper by authors from the University of Maryland and Google Research on reference-free evaluation of machine translation, which seems quite disturbing to me and suggests there is a lot about current MT models we still don’t quite understand. The title of the paper is “Assessing Reference-Free Peer Evaluation for Machine Translation” and it will be published at this year’s NAACL conference. The standard evaluation of machine translation uses reference translations: translations that […]

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