The Daily Index — Tuesday, January 2, 2024

Repositories, courses and useful tools

Resources & Tools

TLDR · GitHub repository

LARGE LANGUAGE MODEL COURSE

This course on large language models covers fundamental knowledge about mathematics, Python, and neural networks. It focuses on teaching students how to build and deploy the best possible LLMs using the latest techniques. The repository contains a list of notebooks and articles related to LLMs and resources for further learning.

github.com

TLDR AI · GitHub repository

ANYTEXT VISUAL TEXT GENERATION AND EDITING

AnyText is a multilingual visual text generation and editing tool. It features a diffusion pipeline with an auxiliary latent module and a text embedding module for generating and editing text. The tool employs OCR models and tokenizer embeddings to blend texts seamlessly into backgrounds. AnyText stands out in accuracy for both Chinese and English text generation. The tool offers an online demo, installation instructions, and methodology details on its GitHub page.

github.com

TLDR AI · GitHub repository

DIFFUSERS JS

A reimplementation of key HuggingFace Diffusers functionality in JavaScript to be run in the browser. Includes examples of running popular models.

github.com

TLDR AI · GitHub repository

MIXTRAL OFFLOADING

Mixtral offloading is a project focused on efficient inference of Mixtral-8x7B models on platforms like Colab or consumer desktops. It employs mixed quantization with HQQ and a MoE offloading strategy to fit the model into combined GPU and CPU memory. The project includes a demo notebook and offers online execution via Colab. It is still under development, with features like other quantization methods and speculative expert prefetching planned.

github.com

TLDR AI · GitHub repository

IMAGE SEGMENTATION WITH COMMON SENSE KNOWLEDGE

ProLab introduces a unique approach for improving image segmentation models that uses property-level labels based on common sense knowledge. By combining Large Language Models with structured prompts and a description embedding model, ProLab not only performs better on classic benchmarks but also shows promise in segmenting unknown categories, offering a more interpretable and scalable solution.

github.com

TLDR Web Dev · GitHub repository

HACKER STARTUP

Hacker Startup is a list of starter kits and templates for developers to build their next project faster. It includes kits and templates for Next.js, Nuxt, Ruby on Rails, Django, and more.

hackerstartup.com

TLDR Web Dev · GitHub repository

PAGE REPLICA

Page Replica is a web scraping and caching tool created using Node.js, Express, and Puppeteer. It is designed to prerender web application pages (e.g., React, Angular, Vue) for SEO or other uses. It can scrape single web pages or entire sitemaps with an API, optionally removing JavaScript and caching the HTML. The tool also includes an Nginx configuration for efficiently handling both user and search engine bot traffic.

github.com

TLDR Web Dev · GitHub repository

DBCHAOS

DBChaos allows developers to stress-test their databases with pre-defined queries. It validates slow and expensive queries that may break a database.

github.com

TLDR Crypto · GitHub repository

SOL SHOTTY

SOL Shotty is a Solana RPC proxy that 'shotgun blasts' RPC requests to multiple providers, ensuring faster response and reliability, even if a provider is down.

github.com

TLDR Design · Tool

TEXT PROMPT TO SVG

Effortlessly convert your text prompts into stunning SVG images using AI.

svg.io

TLDR Design · Tool

FREE DESIGN SYSTEM FOR FIGMA

Wedges is a free design system and UI kit that allows you to customize its visual foundation by adjusting its typography, colors, effects, and variables.

lemonsqueezy.com

TLDR Marketing · Tool

WIKIPEDIA’S MOST VIEWED PAGES

This tool allows you to see the most viewed pages on Wikipedia, enabling marketers to see what is trending. It is possible to check views on a specific day, month, or year. It also has a breakdown by platform, which includes desktop, mobile app, and mobile web.

pageviews.wmcloud.org