Awesome List Updates on Jul 07 - Jul 13, 2025

36 awesome lists updated this week.

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1. Awesome Firebase Genkit

Talks / Dart - Official

• Dart client for Genkit: Call Genkit Flows from Flutter/Dart - Slides from a lightning talk at Google I/O Extended Tokyo 2025, introducing the Dart client library for calling Genkit flows from Flutter/Dart applications.

2. Awesome Composer

Packagist-compatible repositories / IRC

• RepoFlow - Simple and fast platform for hosting private Composer registries. Also supports Docker, npm, PyPI, Maven, and RubyGems. Offers free options for both cloud and self-hosted setups.

3. Awesome Graphql

Go / React

• vibeGraphql (⭐1) - vibeGraphQL is a minimalistic GraphQL library for Go that supports queries, mutations, and subscriptions with a clean and intuitive API. It was vibe coded using ChatGPT o3 model.

• Thunder (⭐87) - A scalable microservices framework powered by Go, gRPC-Gateway, Prisma, and Kubernetes. It exposes REST, gRPC and Graphql

4. Awesome Ada

OS and Kernels / Apache License

• bare-bones (⭐89) - An Ada port of the osdev.org minimal 32-bit x86 kernel.

5. Awesome List

Front-End Development

• WebAssembly (⭐10) - A portable binary format for running code efficiently across platforms.

6. Awesome Privacy

Maps and Navigation

• CoMaps - A community-led free & open source maps app based on OSM

7. Awesome European Tech

Index / DNS

• Nanelo 🇩🇪 - Operates a European cluster of DNS nameservers.

8. Awesome Magento2

Tools

• MageForge (⭐4) - Magento 2 Cli automatic Theme(s) Builder (Hyvä ready)

9. Awesome Vue

Components & Libraries / UI Components

• vue-calendar (⭐2) - A fully-featured, customizable calendar date picker component for Vue 3 with built-in Tailwind CSS support. Perfect for building scheduling applications, event calendars, and date pickers.

10. Awesome Azure Openai Llm

Section 1 🎯: RAG

• RAG Design

Section 2 🌌: Azure OpenAI

• Reference Architecture & Samples

Section 3 🌐: LLM Applications

• LLM Frameworks

• Caching, UX

• Proposals & Glossary: e.g., Vibe Coding, Context Engineering

• Robotics

Section 4 🤖: Agent

• Agent Frameworks

Section 9 🌍: LLM Landscape

• Domain-Specific: e.g., Software development

• Multimodal

11. Awesome V

Graphics

• svgg (⭐6) - V module to load and resterize svg file into gg.Image object.

12. Awesome Lowcode

Visual programming

• Rierino - Low-code backend microservice and AI agent development platform.

Misc

• Tachybase (⭐67) - Tachybase is a pluggable application framework., where developers can build complex application logic, while core developers focus on ensuring the stability of key modules and adapting to different environments.

13. Awesome Selfhosted

Software / Media Management

• Spooty (⭐9) ⚠ - Download tracks/playlists/albums from Spotify. It can also subscribe to a playlist or author page and download new songs upon release. MIT Docker/Nodejs

14. Awesome Embedded Rust

Runtime Crates / Real-time tools

• cortex-m-rt Support for Cortex-M

• cortex-a-rt Support for Cortex-A

• cortex-r-rt Support for Cortex-R

• riscv-rt Support for RISC-V

• esp-riscv-rt Support for RISC-V devices from Espressif (ESP32)

• xtensa-lx-rt Support for Xtensa LX (ESP32)

• mips-rt Support for MIPS

• msp430-rt Support for MSP430

15. Awesome Godot

Plugins and scripts / Godot 4

• Beehave (⭐2.5k) - Enables you to create robust NPC AI systems using behavior trees.

Other / Godot version unknown

• gdvm (GitHub (⭐20)) - Command-line version manager for Godot Engine, allowing you to easily install and switch between different Godot versions on Windows, macOS, and Linux (x86, x86_64, and ARM64).

16. Guides

Programming Languages / Perl

• [PDF] Perl Best Practices Quick Reference Guide

17. Awesome Ai in Finance

Agents

• TradingAgents (⭐14k) - Multi-Agents LLM Financial Trading Framework.

18. Awesome Cpp

Debug

• utl::profiler (⭐296) - Singe-header profiler for C++17. [MIT]

Graphics

• olive.c (⭐2.1k) - Simple 2D Graphics Library. [MIT]

19. Awesome Opentofu

Tools / CI

• Burrito - Burrito is a TACoS (Terraform Automation and Collaboration Software) that works inside Kubernetes.

Tools / Helpers

• zed Extension (⭐1) - Extension for the Zed Editor.

20. Awesome Pentest

Social Engineering / Social Engineering Tools

• GitPhish (⭐138) - GitHub Device Code phishing security assessment tool with dynamic device-code generation and automated landing page deployment.

21. Awesome Mac

Reading and Writing Tools / Note-taking

• MiaoYan - Lightweight Markdown app to help you write great sentences.

Reading and Writing Tools / RSS

• Folo (⭐29k) 🧡 Next generation information browser.

Design and Product / Screencapturing Software

• Shottr - Screen capture application with features like Scrolling capture, OCR and markup.

Design and Product / Other Tools

• JPEGmini - Reduce image size by up to 80%, without compromising quality.

Audio and Video Tools / File Sharing

• buzz (⭐15k) - Transcribes and translates audio offline on your personal computer. Powered by OpenAI's Whisper.

Input Methods / Audio Record and Process

• Type2Phone - Use Your Mac as Keyboard for iPhone, iPad & Apple TV.

Security Tools / Audio Record and Process

• LuLu - LuLu is the free macOS firewall that aims to block unauthorized (outgoing) network traffic.

Utilities / General Tools

• Ultra TabSaver (⭐278) - The Open Source Tab Manager for Safari

Utilities / Productivity

• Selectric - Private personal search engine for your emails, documents and messages. Search across Gmail, Outlook, Drive, Dropbox, Teams, Slack and more applications right from your computer.

Utilities / Finder Tools

• FileMinutes - Find files and take actions, all in one.

• RClick (⭐293) - Add new functionality to the macOS Finder context menu.

Gaming Software / System Related Tools

• PPSSPP - A awesome PSP emulator for any OS you can dream of!

22. Ai Collective Tools

Dating

• EveningHoney.ai - Experience immersive relationships with AI girlfriends and virtual companions. Chat, receive images & videos, make phone calls, and dive into realistic relationships. #freemium

• Fantasy.ai - Fantasy.ai is an AI companion platform offering human-like NSFW chat, Realistic image generation, and fully customizable virtual partners. #freemium

Image Editing

• Img.Upscaler - Img.Upscaler uses AI to enlarge your jpg, png, webp images by 200% or 400% without losing quality. #freemium

23. Awesome Billing

Invoice / Generators

• klirr (⭐75) - Zero-maintenance and smart FOSS CLI tool for generating beautiful invoices for services and expenses.

24. Awesome Developer First

Scraping

• Proxy Sentinel - A self-managed proxy rotator.

25. Awesome Iam

Overview

• IAM is hard. It's really hard. - “Overly permissive AWS IAM policies that allowed s3:GetObject to * (all) resources”, led to $80 million fine for Capital One. The only reason why you can't overlook IAM as a business owner.

OAuth2 & OpenID / Other tools

• OAuth 2.0 Security Best Current Practice - “Updates and extends the OAuth 2.0 Security Threat Model to incorporate practical experiences gathered since OAuth 2.0 was published and covers new threats relevant due to the broader application”.

• authentik - Open-source Identity Provider similar to Keycloak.

26. Awesome Integration

Projects / API Design

• Apicurio Studio (⭐1k) (⭐1k) - A web-based, open-source API design tool that leverages the OpenAPI specification.

• OpenAPI Style Validator (⭐218) (⭐218) - Ensure that your OpenAPI specs meet your organization's standards with this flexible and customizable style validator.

Projects / API Documentation

• DapperDox (⭐420) (⭐420) - Generates elegant, interactive API documentation from OpenAPI/Swagger specs with easy customization and automated updates.

Projects / API Gateway

• Apache ShenYu (⭐8.6k) (⭐8.6k) - A Java-native gateway excelling in protocol conversion, service proxying, and comprehensive API governance.

• Envoy Gateway (⭐1.9k) (⭐2k) - CNCF Envoy-based gateway with Gateway API, mTLS, JWT, and other built-ins.

Projects / BRE

• ZEN Engine (⭐1.1k) (⭐1.2k) - A cross-platform, open-source Business Rules Engine written in Rust that executes JSON Decision Models through interconnected graphs of decision tables, functions, and expressions.

Projects / CDC

• Debezium (⭐11k) (⭐12k) - Open-source distributed platform for change data capture that turns your existing databases into event streams for real-time data integration.

• IBM InfoSphere CDC - Enterprise CDC solution that captures and delivers data changes with minimal impact on source systems and low latency.

• Maxwell's daemon (⭐4.1k) (⭐4.2k) - An open-source CDC tool for MySQL that reads database binlogs and streams row-level changes as JSON to systems like Kafka, Kinesis, or other destinations.

• Oracle GoldenGate - Enterprise-grade real-time data integration and replication solution that provides comprehensive CDC capabilities for heterogeneous databases and cloud platforms.

• Qlik Replicate - Universal data replication software that provides real-time CDC capabilities for modern data architecture and analytics.

Projects / ESB

• WSO2 Enterprise Integrator (⭐384) (⭐384) - API-centric, cloud-native integration platform offering robust, distributed capabilities for modern software architectures.

Projects / ETL

• Apache InLong (⭐1.4k) (⭐1.4k) - One-stop, full-scenario integration framework for massive data that supports data ingestion, synchronization, and subscription with real-time ETL capabilities.

• Apache NiFi (⭐5.4k) (⭐5.5k) - Automated data integration tool with a visual interface that seamlessly extracts, transforms, and delivers data across systems.

• Fivetran - Managed ELT that syncs 700 + sources to data warehouses.

Projects / Integration Frameworks

• Frank!Framework (⭐141) (⭐141) - Low-code Java messaging framework that simplifies system connectivity and data integration through configurable XML setups.

Projects / MaaS

• Azure Event Hubs - A high-throughput, fully managed event-ingestion (publish-subscribe) service, supports the Kafka protocol natively.

Projects / MFT

• JSCAPE MFT Server - Secure, protocol-agnostic platform with automation and compliance.

Projects / RPA

• OpenRPA (⭐2.6k) (⭐2.6k) - Enterprise-grade, open-source robotic process automation suite.

• Robot Framework (⭐10k) (⭐11k) - An open-source automation framework with human-friendly keyword syntax that enables both technical and non-technical users to create test scripts and automate business processes cost-effectively, supporting web, API, mobile, and database automation through extensive libraries and integrations.

Projects / Workflow engine

• Bonita (⭐167) (⭐167) - Open-source BPMN engine with a designer interface to build and automate complex business processes.

• Flowable (⭐8.5k) (⭐8.5k) - Compact, efficient set of open-source engines for automating and scaling enterprise workflows.

Resources / Data Formats

• Apache Avro (⭐3.1k) (⭐3.1k) - Data serialization system that provides compact, fast, and efficient serialization of structured data. It supports schema evolution, allows for efficient data compression, and is designed to work well with big data processing frameworks.

27. Awesome Angular

Community

• made with angular (⭐101) - A showcase of web apps built with Angular.

Exercises / Google Developer Experts

• modern-angular-exercises (⭐4) - Exercises on various Angular topics, including solutions and solution videos.

Online Training / Google Developer Experts

• Angular Start - Learn to build professional-grade Angular applications using new features with modern best practices.

AI / Google Developer Experts

• Official web page

• @angular/examples (⭐244) - Angular Examples using GenKit and Vertex AI.

• Frontend AI - Ask for a component or upload an image, and instantly receive ready-to-use code without lifting a finger.

• context7 (⭐19k) - Context7 MCP Server -- Up-to-date code documentation for LLMs and AI code editors.

Analytics / Google Developer Experts

• ngx-piwik-pro (⭐4) - Dedicated Piwik PRO library that helps with implementing Piwik PRO Tag Manager and the Piwik PRO tracking client in Angular applications.

• ngx-amplitude (⭐2) - A library that provides an easy-to-use interface for integrating Amplitude analytics into your Angular 18+ standalone applications. It includes a global initialization module and a service for logging events.

CLI / Google Developer Experts

• Official GitHub repository (⭐27k)

• ns-gc (⭐1) - A lightweight command-line tool to generate standalone NativeScript Angular components and Angular services with clean structure and zero config.

Developer tools / Google Developer Experts

• falso (⭐3.3k) - All the Fake Data for All Your Real Needs.

SEO / Google Developer Experts

• angular-react-seo (⭐75) - Angular & React Examples SEO (Search engine optimization).

Server-Side Rendering / Google Developer Experts

• Official web page - Documentation for the new SSR package built into the framework.

Helpers / Google Developer Experts

• @angular/cdk/testing - @angular/cdk/testing provides infrastructure to help with testing Angular components.

Captcha / Google Developer Experts

• trustcaptcha-angular - This library helps you integrate Trustcaptcha into your Angular frontend applications.

Data Grids / Google Developer Experts

• slickgrid-universal (⭐124) - A monorepo which includes all editors, filters, extensions, and services related to framework agnostic SlickGrid (⭐2k) usage.

Mixed utilities / Google Developer Experts

• fireng (⭐2) - A collection of Angular libraries to simplify responsive development using signals.

Router / Google Developer Experts

• ngx-foresight (⭐3) - An Angular integration of ForesightJS that offers a router preloading strategy by intelligently preloading lazy-loaded modules based on user intent predictions derived from mouse and keyboard interactions.

Scroll / Google Developer Experts

• ngx-scrolltop (⭐30) - Lightweight, Material Design inspired button for scroll-to-top of the page. No dependencies.

NgRx / Google Developer Experts

• Official website

• Official GitHub repository (⭐8.2k) - Reactive State for Angular.

NGXS / Google Developer Experts

• Official website

• Official GitHub repository (⭐3.6k) - NGXS tries to make things as simple and accessible as possible with less boilerplate and code to maintain.

Tailwind CSS Based / Google Developer Experts

• tailwind-ng (⭐12) - An open source UI components library that aims to provide a seamless and robust integration of Tailwind CSS components with Angular to make building a great UI easier and joyful at any scale.

UX Components / Google Developer Experts

• angular-shepherd (⭐231) - Angular Service wrapping the site tour library Shepherd (⭐13k).

Ionic / Google Developer Experts

• Official website

• Official GitHub repository (⭐52k)

RxJS / Google Developer Experts

• Official website - Reactive Extensions Library for JavaScript.

TypeScript / Google Developer Experts

• Official Website

• Official TypeScript REPL

• Official GitHub repository (⭐105k)

• DefinitelyTyped GitHub repository (⭐50k) - The repository for high quality TypeScript type definitions.

• Total Typescript Book (⭐1.7k) - The companion repository for the upcoming Total TypeScript book.

28. Awesome Rust

Applications / Finance

• klirr (⭐75) [klirr] - Zero-maintenance and smart FOSS generating beautiful invoices for services and expenses.

Applications / Operating systems

• asterinas/asterinas (⭐3.4k) - A secure, fast, and general-purpose OS kernel that provides Linux-compatible ABI.

Applications / Productivity

• kruserr/hygg (⭐34) [hygg] - 📚 Simplifying the way you read. Minimalistic Vim-like TUI document reader.

Development tools / Web Servers

• Forge (⭐3.6k) - A terminal-based AI pair programmer for code generation and editing.

Development tools / Static analysis

• RAPx (⭐89) - A platform that helps Rust programmers develop and use advanced static analysis tools beyond those provided by the rustc compiler.

Libraries / Encoding

• vitiral/stfu8 (⭐25) [stfu8] - Sorta Text Format in UTF-8

• YAML
  • chyh1990/yaml-rust (⭐627) - The missing YAML 1.2 implementation.
  • saphyr (⭐153) - A set of crates dedicated to parsing YAML.

29. Awesome Zsh Plugins

awesome-lazy-zsh

• Plugin Management: Install and manage plugins easily.

• Theme Customization: Apply a variety of Zsh themes.

• Backup and Restore: Safeguard your .zshrc configurations.

• Interactive CLI: User-friendly setup options.

• Dependency Management: Automatically checks for Git, Node.js, and Homebrew.

Plugins / superconsole - Windows-only

• flutter-zsh-shortcuts (⭐0) - Adds clean aliases for flutter commands.

• git-plugin-cheatsheet (⭐0) - Displays the aliases and functions available from the git oh-my-zsh plugin.

• proj-jumper (⭐0) - A lightweight ZSH plugin that lets you jump straight into any project folder under a single development root -- perfect when that root lives on a removable drive.

Completions / superconsole - Windows-only

• justfile (⭐0) - Adds tab completions for just (⭐26k).

• tio (⭐0) - Add tab completions for tio

Themes / superconsole - Windows-only

• dalailahner (⭐0) - Minimalist theme with decorators for git status, for VCS status (based on Bart Trojanowski's zsh prompt), username and current directory. Based on Steve Losh's Prose (⭐350) theme.

• ykali (⭐2) - Prints a modifiable banner for each new ZSH session. Includes decorators for username, hostname, current directory, wlan0 IP and git information.

30. Awesome Osint

Speciality Search Engines

• MalwareBazaar - Search and download confirmed malware samples by hash, family, tag, and other criteria.

Social Media Tools / Pinterest

• Pinterest Pin Stats - Display hidden Pinterest stats for each pin.

Email Search / Email Check / GitHub

• Multirbl - MultiRBL Valli checks if an IP or domain is listed on multiple public RBLs (blacklists) simultaneously.

Domain and IP Research / GitHub

• Browserling - Browserling is an online sandbox that lets users safely test potentially malicious links across browsers and operating systems in real time.

• ISP.Tools - Is a free platform offering network diagnostic tools (ping, traceroute, MTR, DNS, WHOIS, HTTP, etc.) tailored for ISPs and infrastructure professionals.

31. Free for Dev

Testing

• SSR (Server-side Rendering) Checker - Check SSR (server-side rendering) for any URL by visually comparing the server rendered version of the page with the regular version.

Web Hosting

• PandaStack — An eco-system for developers includes web hosting in different formats (static web hosting, container based web hosting, wordpress and so many other managed apps available in couple of clicks ). One free web hosting (static or containered) and one free database with 100GB Bandwidth and 300 Build mins/month.

Design and UI

• Flows -- A fully customizable product adoption platform for building onboarding and user engagement experiences. Free for up to 250 monthly tracked users.

32. Awesome Playcanvas

3D Gaussian Splatting / YouTube Playables

• Old Main - The Public Library of Cincinnati's Grand Hall as it appeared in 1900.

33. Awesome Keycloak

Community Extensions

• Notification on Impersonation SebastEnn/impersonation-notification (⭐1)

34. Awesome Polars

Python / Miscellaneous

• pyjanitor - Python package that provides a clean API for cleaning Polars DataFrame @pyjanitor-devs.

Blog posts / Miscellaneous

• Data Validation Libraries for Polars (2025 Edition) - A survey of five Python data validation libraries compatible with Polars, highlighting their strengths and trade-offs for robust data pipeline validation in 2025 by @rich-iannone.

• Reshape Data in Polars Efficiently from Wide to Long Form - A blog post list that details efficient transformation for Polars DataFrames from wide to long form by @samukweku.

• Polars Boosted My Algorithm's Speed by 25x - A blog post that explains how using Polars increases code execution speed by 25 times compared to Pandas by @hatdropper1977.

Talks and videos / Miscellaneous

• Polars - Talk Python To Me Ep.402 ⏳ 69 min - A video in which Ritchie Vink gives a look at Polars by Talk Python To Me.

• 10 Polars Tools and Techniques To Level Up Your Data Science - Talk Python To Me Ep.510 ⏳ 58 min - A video in which Christopher Trudeau shares his recent work with Polars and highlights a collection of complementary Polars extensions and libraries by Talk Python To Me.

35. Awesome Agi Cocosci

Domain Specific Language / Imperative DSL Applications

• Infinigen Indoors: Photorealistic Indoor Scenes using Procedural Generation - CVPR'24, 2024. [All Versions]. This work introduces Infinigen Indoors, a Blender-based procedural generator of photorealistic indoor scenes. It builds upon the existing Infinigen system, which focuses on natural scenes, but expands its coverage to indoor scenes by introducing a diverse library of procedural indoor assets, including furniture, architecture elements, appliances, and other day-to-day objects. It also introduces a constraint-based arrangement system, which consists of a domain-specific language for expressing diverse constraints on scene composition, and a solver that generates scene compositions that maximally satisfy the constraints. The authors provide an export tool that allows the generated 3D objects and scenes to be directly used for training embodied agents in real-time simulators such as Omniverse and Unreal. Infinigen Indoors is open-sourced under the BSD license.

Domain Specific Language / Declarative DSL Applications

• Configurable 3D Scene Synthesis and 2D Image Rendering with Per-pixel Ground Truth Using Stochastic Grammars - International Journal of Computer Vision, 2018. [All Versions]. [Preprint]. This work proposes a systematic learning-based approach to the generation of massive quantities of synthetic 3D scenes and arbitrary numbers of photorealistic 2D images thereof, with associated ground truth information, for the purposes of training, benchmarking, and diagnosing learning-based computer vision and robotics algorithms. In particular, the authors devise a learning-based pipeline of algorithms capable of automatically generating and rendering a potentially infinite variety of indoor scenes by using a stochastic grammar, represented as an attributed Spatial And-Or Graph, in conjunction with state-of-the-art physics-based rendering. The pipeline is capable of synthesizing scene layouts with high diversity, and it is configurable inasmuch as it enables the precise customization and control of important attributes of the generated scenes. It renders photorealistic RGB images of the generated scenes while automatically synthesizing detailed, per-pixel ground truth data, including visible surface depth and normal, object identity, and material information (detailed to object parts), as well as environments (e.g., illuminations and camera viewpoints). The authors demonstrate the value of the synthesized dataset, by improving performance in certain machine-learning-based scene understanding tasks—depth and surface normal prediction, semantic segmentation, reconstruction, etc.---and by providing benchmarks for and diagnostics of trained models by modifying object attributes and scene properties in a controllable manner.

Domain Specific Language / DSL Program Synthesis

• Mathematical discoveries from program search with large language models - Nature, 2024. [All Versions]. Large language models (LLMs) have demonstrated tremendous capabilities in solving complex tasks, from quantitative reasoning to understanding natural language. However, LLMs sometimes suffer from confabulations (or hallucinations), which can result in them making plausible but incorrect statements1,2. This hinders the use of current large models in scientific discovery. This work introduces FunSearch (short for searching in the function space), an evolutionary procedure based on pairing a pretrained LLM with a systematic evaluator. The authors demonstrate the effectiveness of this approach to surpass the best-known results in important problems, pushing the boundary of existing LLM-based approaches3. Applying FunSearch to a central problem in extremal combinatorics—the cap set problem—we discover new constructions of large cap sets going beyond the best-known ones, both in finite dimensional and asymptotic cases. This shows that it is possible to make discoveries for established open problems using LLMs. The authors showcase the generality of FunSearch by applying it to an algorithmic problem, online bin packing, finding new heuristics that improve on widely used baselines. In contrast to most computer search approaches, FunSearch searches for programs that describe how to solve a problem, rather than what the solution is. Beyond being an effective and scalable strategy, discovered programs tend to be more interpretable than raw solutions, enabling feedback loops between domain experts and FunSearch, and the deployment of such programs in real-world applications.

Domain Specific Language / Cognitive Foundations

• How laypeople evaluate scientific explanations containing jargon - Nature Human Behavior, 2025. [All Versions]. Individuals rely on others’ expertise to achieve a basic understanding of the world. But how can non-experts achieve understanding from explanations that, by definition, they are ill-equipped to assess? Across 9 experiments with 6,698 participants (Study 1A = 737; 1B = 734; 1C = 733; 2A = 1,014; 2B = 509; 2C = 1,012; 3A = 1,026; 3B = 512; 4 = 421), this work addresses this puzzle by focusing on scientific explanations with jargon. The authors identify ‘when’ and ‘why’ the inclusion of jargon makes explanations more satisfying, despite decreasing their comprehensibility. The authors find that jargon increases satisfaction because laypeople assume the jargon fills gaps in explanations that are otherwise incomplete. The authors also identify strategies for debiasing these judgements: when people attempt to generate their own explanations, inflated judgements of poor explanations with jargon are reduced, and people become better calibrated in their assessments of their own ability to explain.

Explainability / Trustworthy AI

• Explaining machine learning models with interactive natural language conversations using TalkToModel - Nature Machine Intelligence, 2023. [All Versions]. Practitioners increasingly use machine learning (ML) models, yet models have become more complex and harder to understand. To understand complex models, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use explainability methods because they do not know which explanation to choose and how to interpret the explanation. This work addresses the challenge of using explainability methods by proposing TalkToModel: an interactive dialogue system that explains ML models through natural language conversations. TalkToModel consists of three components: an adaptive dialogue engine that interprets natural language and generates meaningful responses; an execution component that constructs the explanations used in the conversation; and a conversational interface. In real-world evaluations, 73% of healthcare workers agreed they would use TalkToModel over existing systems for understanding a disease prediction model, and 85% of ML professionals agreed TalkToModel was easier to use, demonstrating that TalkToModel is highly effective for model explainability.

36. Awesome for Beginners

Markdown

• The Odin Project Curriculum (⭐11k) (label: See Description)
  An open-source curriculum for learning full-stack web development. There are a few "Type: Good First Issue" labelled issues, but any content addition/deletion issues seem reasonably beginner friendly.

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