Best AI tools for< experiment design >
20 - AI tool Sites
Prolific
Prolific is a platform that connects researchers with research participants and AI taskers. It offers a pool of over 120,000 active participants who are fully vetted and verified, ensuring the quality and reliability of the data collected. Prolific's platform is designed for ease of use, allowing researchers to quickly and easily create surveys, experiments, and tasks. It also provides advanced support for flexible study design, including support for text, imagery, voice, or interaction. Prolific's mission is to make diverse, high-quality data available to anyone, anywhere.
Tattoo Design Pro
Tattoo Design Pro is an AI-powered application that allows users to transform their imagination into stunning tattoo designs in various styles. Whether starting with a simple prompt or uploading an existing sketch, the app uses AI magic to create unique and detailed designs. Customers can experiment with different designs, receive AI-generated suggestions, and easily choose the perfect tattoo design. The app provides a user-friendly interface and a wide range of features to help tattoo enthusiasts and artists in the design process.
Synthace
Synthace is a digital experiment platform designed for R&D teams in the life science industry. It enables users to design and run powerful experiments in the lab, automatically build structured data, and gain insights without the need for coding. The platform centralizes experiment data, reduces human error, and enhances protocol reproducibility, ultimately revolutionizing the way experiments are conducted in the life science field.
Nail Designs Pro
Nail Designs Pro is an AI-powered nail design generator that helps users create custom nail designs based on their own ideas. The tool uses cutting-edge AI to generate unique and stylish nail designs that can be shared on social media or used for personal use. Nail Designs Pro is easy to use and requires no user registration. Users simply need to enter their nail design idea into the provided space and the tool will generate four variations of the design. The tool is also privacy-conscious and does not require users to provide any personal information.
AI Test Kitchen
AI Test Kitchen is a website that provides a variety of AI-powered tools for creative professionals. These tools can be used to generate images, music, and text, as well as to explore different creative concepts. The website is designed to be a place where users can experiment with AI and learn how to use it to enhance their creative process.
Outfit Anyone AI
Outfit Anyone AI is a revolutionary virtual try-on technology developed by the Institute for Intelligent Computing at Alibaba Group. It offers ultra-high quality and realistic try-on experiences for any clothing on any person. The platform utilizes advanced AI models to process images of clothing and models, ensuring lifelike results that consider factors like pose and body shape. Outfit Anyone AI is versatile, inclusive for different body types, and supports animation and character creation capabilities. Users can explore diverse fashion styles, experiment with trends, and express their unique fashion identity effortlessly.
MusicGen AI
MusicGen AI is a free and advanced AI music generation tool developed by Meta. It utilizes a single Language Model (LM) to create high-quality music based on text descriptions, melodies, or audio prompts. MusicGen operates by encoding music into compressed tokens, which are then used to generate the music samples. It can produce music in various formats, including mono and stereo. MusicGen AI offers a range of features, including melody conditioning, text-conditional generation, audio-prompted generation, advanced model architecture, flexible generation modes, unconditional generation, extensive training dataset, and customizable generation process.
Local AI Playground
Local AI Playground is a free and open-source AI management tool designed for offline AI experimentation, verification, and inferencing. It offers a user-friendly native app with a Rust backend that is memory efficient and compact. The tool supports CPU inferencing, adapts to available threads, and provides features like GGML quantization and digest verification. Users can manage their AI models in one centralized location, start a local inferencing server with just 2 clicks, and benefit from upcoming features such as GPU inferencing and model management.
Larity AI shop
Larity AI shop is an AI application that allows users to generate AI-designed T-shirts by simply providing a prompt. Users can bring their ideas to life through unique and captivating designs created by the AI t-shirt design generator. The application offers a realistic preview of the design with preferred colors and styles before shipping it directly to the user. Larity AI shop aims to bring AI to the real world through personalized fashion experiences.
Remodel AI
Remodel AI is an AI-powered application that allows users to generate inspiring interior and exterior concepts for house remodeling. With over 24580 remodeling designs generated, users can upload images of exteriors or interiors, customize various modes, select building types, styles, and quality levels. The application offers subscription plans and one-time fee options for users to access a wide range of remodeling styles and designs instantly.
Remodel AI
Remodel AI is a powerful AI-powered platform that empowers users to effortlessly remodel and design their homes. With its intuitive tools and cutting-edge technology, Remodel AI makes it easy to experiment with different layouts, colors, and styles, and witness ideas come to life with just a few clicks. Users can save time and money by streamlining the design journey, allowing them to iterate quickly, make informed decisions, and save valuable time and money. Remodel AI is also a valuable tool for real estate agents, as it allows them to present properties with stunning virtual makeovers, giving potential buyers a clear vision of what could be. Whether users are aspiring designers or simply have an eye for aesthetics, Remodel AI unleashes creativity and makes it easy to explore endless design possibilities.
Google Labs
Google Labs is a website that showcases experimental AI tools and technology developed by Google. These tools are designed to help users explore the potential of AI in various fields, including creativity, productivity, and education. Some of the featured tools include: - **LABS.GOOGLE**: A platform for experimenting with the future of AI, including tools for creating images from text, generating music, and writing scripts for home automation. - **NotebookLM**: A personalized AI collaborator designed to help users with their thinking and writing. - **Say What You See**: A tool that helps users learn the art of prompting and improving their image-reading skills. - **Help Me Script**: A tool that turns text into home automation scripts for Google Home. - **ImageFX**: A tool that transforms text into images, allowing users to explore endless possibilities. - **Gen AI in Chrome**: A tool that creates themes with AI, organizes tabs, and helps users write more confidently on the web. - **MusicFX**: A tool that describes a musical idea and brings it to life. - **Duet AI**: A tool that helps users create, write, visualize, and organize in new ways with collaborative AI tools in Google Workspace. - **TextFX**: A tool that supercharges the writing process with AI-powered language tools.
Redesign With AI
Redesign With AI is an online platform that leverages artificial intelligence to make design easier and more creative. It offers users the ability to quickly generate high-quality design images, saving time and money compared to hiring a professional designer. The platform is user-friendly with intuitive interfaces, allowing users of all design experience levels to explore and experiment with unlimited creativity. Redesign With AI has received positive feedback from users who have found it helpful in creating various design elements such as icons, stickers, logos, and posters.
Pool Planner AI
Pool Planner AI is a cutting-edge AI-powered application that allows users to design and visualize their dream pool in their backyard with realistic results. By uploading a photo of their backyard, users can explore over 70 different pool designs generated by AI, helping them make informed decisions before construction begins. The application offers a seamless user experience, enabling users to experiment with various pool styles and shapes, ultimately choosing the perfect design for their space. With Pool Planner AI, users can save time, money, and avoid costly mistakes by visualizing their pool project beforehand.
Wondershare Decoritt
Wondershare Decoritt is an AI-powered home design tool that allows users to easily create stunning interior designs. With features like AI furniture removal, room style transformation, and image enhancement, Decoritt revolutionizes interior design by responding to users' changes in real-time. It saves time and money by providing a simple interface for remodeling and redesigning spaces without the need for complex 3D design software. Users can freely experiment with different styles and furniture options, guided by AI for optimal results.
Sacred
Sacred is a tool to configure, organize, log and reproduce computational experiments. It is designed to introduce only minimal overhead, while encouraging modularity and configurability of experiments. The ability to conveniently make experiments configurable is at the heart of Sacred. If the parameters of an experiment are exposed in this way, it will help you to: keep track of all the parameters of your experiment easily run your experiment for different settings save configurations for individual runs in files or a database reproduce your results In Sacred we achieve this through the following main mechanisms: Config Scopes are functions with a @ex.config decorator, that turn all local variables into configuration entries. This helps to set up your configuration really easily. Those entries can then be used in captured functions via dependency injection. That way the system takes care of passing parameters around for you, which makes using your config values really easy. The command-line interface can be used to change the parameters, which makes it really easy to run your experiment with modified parameters. Observers log every information about your experiment and the configuration you used, and saves them for example to a Database. This helps to keep track of all your experiments. Automatic seeding helps controlling the randomness in your experiments, such that they stay reproducible.
Splash
Splash is an AI-powered music creation platform that offers users the magic of making music through innovative technology. The platform provides access to a vast library of sound packs and beatmaker instruments, allowing users to create, share, and explore music in a virtual world of entertainment. Splash also features challenging mini-games to inspire creativity and interaction with fans, making it a unique space for artists and music enthusiasts. With proprietary technology and high-quality audio datasets, Splash enables users to experiment with Text-to-Singing, Text-to-Rap, Generative Text-to-Music, Composition, Melody, Voice Transfer, Lyrics, and Mastering.
WorkHack Forms
WorkHack Forms is an AI-powered form builder that helps businesses create intelligent forms that ask the right questions and collect clean data. With WorkHack Forms, businesses can:
Heatseeker
Heatseeker is an AI-powered market experimentation tool that helps businesses predict customer preferences, conduct feature tests, and generate value propositions. It enables users to answer critical growth questions about market, audience, and product features through AI-powered experiments. Heatseeker provides insights into market trends, competitor analysis, and helps in making data-driven decisions. The platform offers curated recommendations, competitive intelligence, and continuous testing for refining strategies. It automates ad campaign generation, data collection, and provides recommendations for launching new products. Heatseeker is designed to help businesses optimize their marketing efforts and improve their product offerings.
Kartiv
Kartiv is an automated visual content platform designed for eCommerce and marketing agencies. It helps businesses create high-quality product photos and videos that drive sales by showcasing products in the best light. The platform leverages AI-powered optimization to generate creative variations tailored for each product, making it easy for users to experiment and find what resonates most with their audience. Kartiv also offers easy creation, vetted creatives, engaging visuals, and compelling product photo and video content that establishes trust, boosts conversions, and directly impacts sales gains.
20 - Open Source AI Tools
lighteval
LightEval is a lightweight LLM evaluation suite that Hugging Face has been using internally with the recently released LLM data processing library datatrove and LLM training library nanotron. We're releasing it with the community in the spirit of building in the open. Note that it is still very much early so don't expect 100% stability ^^' In case of problems or question, feel free to open an issue!
aim
Aim is an open-source, self-hosted ML experiment tracking tool designed to handle 10,000s of training runs. Aim provides a performant and beautiful UI for exploring and comparing training runs. Additionally, its SDK enables programmatic access to tracked metadata — perfect for automations and Jupyter Notebook analysis. **Aim's mission is to democratize AI dev tools 🎯**
rag-experiment-accelerator
The RAG Experiment Accelerator is a versatile tool that helps you conduct experiments and evaluations using Azure AI Search and RAG pattern. It offers a rich set of features, including experiment setup, integration with Azure AI Search, Azure Machine Learning, MLFlow, and Azure OpenAI, multiple document chunking strategies, query generation, multiple search types, sub-querying, re-ranking, metrics and evaluation, report generation, and multi-lingual support. The tool is designed to make it easier and faster to run experiments and evaluations of search queries and quality of response from OpenAI, and is useful for researchers, data scientists, and developers who want to test the performance of different search and OpenAI related hyperparameters, compare the effectiveness of various search strategies, fine-tune and optimize parameters, find the best combination of hyperparameters, and generate detailed reports and visualizations from experiment results.
clearml
ClearML is a suite of tools designed to streamline the machine learning workflow. It includes an experiment manager, MLOps/LLMOps, data management, and model serving capabilities. ClearML is open-source and offers a free tier hosting option. It supports various ML/DL frameworks and integrates with Jupyter Notebook and PyCharm. ClearML provides extensive logging capabilities, including source control info, execution environment, hyper-parameters, and experiment outputs. It also offers automation features, such as remote job execution and pipeline creation. ClearML is designed to be easy to integrate, requiring only two lines of code to add to existing scripts. It aims to improve collaboration, visibility, and data transparency within ML teams.
clearml-server
ClearML Server is a backend service infrastructure for ClearML, facilitating collaboration and experiment management. It includes a web app, RESTful API, and file server for storing images and models. Users can deploy ClearML Server using Docker, AWS EC2 AMI, or Kubernetes. The system design supports single IP or sub-domain configurations with specific open ports. ClearML-Agent Services container allows launching long-lasting jobs and various use cases like auto-scaler service, controllers, optimizer, and applications. Advanced functionality includes web login authentication and non-responsive experiments watchdog. Upgrading ClearML Server involves stopping containers, backing up data, downloading the latest docker-compose.yml file, configuring ClearML-Agent Services, and spinning up docker containers. Community support is available through ClearML FAQ, Stack Overflow, GitHub issues, and email contact.
model.nvim
model.nvim is a tool designed for Neovim users who want to utilize AI models for completions or chat within their text editor. It allows users to build prompts programmatically with Lua, customize prompts, experiment with multiple providers, and use both hosted and local models. The tool supports features like provider agnosticism, programmatic prompts in Lua, async and multistep prompts, streaming completions, and chat functionality in 'mchat' filetype buffer. Users can customize prompts, manage responses, and context, and utilize various providers like OpenAI ChatGPT, Google PaLM, llama.cpp, ollama, and more. The tool also supports treesitter highlights and folds for chat buffers.
llm-analysis
llm-analysis is a tool designed for Latency and Memory Analysis of Transformer Models for Training and Inference. It automates the calculation of training or inference latency and memory usage for Large Language Models (LLMs) or Transformers based on specified model, GPU, data type, and parallelism configurations. The tool helps users to experiment with different setups theoretically, understand system performance, and optimize training/inference scenarios. It supports various parallelism schemes, communication methods, activation recomputation options, data types, and fine-tuning strategies. Users can integrate llm-analysis in their code using the `LLMAnalysis` class or use the provided entry point functions for command line interface. The tool provides lower-bound estimations of memory usage and latency, and aims to assist in achieving feasible and optimal setups for training or inference.
superpipe
Superpipe is a lightweight framework designed for building, evaluating, and optimizing data transformation and data extraction pipelines using LLMs. It allows users to easily combine their favorite LLM libraries with Superpipe's building blocks to create pipelines tailored to their unique data and use cases. The tool facilitates rapid prototyping, evaluation, and optimization of end-to-end pipelines for tasks such as classification and evaluation of job departments based on work history. Superpipe also provides functionalities for evaluating pipeline performance, optimizing parameters for cost, accuracy, and speed, and conducting grid searches to experiment with different models and prompts.
plandex
Plandex is an open source, terminal-based AI coding engine designed for complex tasks. It uses long-running agents to break up large tasks into smaller subtasks, helping users work through backlogs, navigate unfamiliar technologies, and save time on repetitive tasks. Plandex supports various AI models, including OpenAI, Anthropic Claude, Google Gemini, and more. It allows users to manage context efficiently in the terminal, experiment with different approaches using branches, and review changes before applying them. The tool is platform-independent and runs from a single binary with no dependencies.
hugging-llm
HuggingLLM is a project that aims to introduce ChatGPT to a wider audience, particularly those interested in using the technology to create new products or applications. The project focuses on providing practical guidance on how to use ChatGPT-related APIs to create new features and applications. It also includes detailed background information and system design introductions for relevant tasks, as well as example code and implementation processes. The project is designed for individuals with some programming experience who are interested in using ChatGPT for practical applications, and it encourages users to experiment and create their own applications and demos.
llm-code-interpreter
The 'llm-code-interpreter' repository is a deprecated plugin that provides a code interpreter on steroids for ChatGPT by E2B. It gives ChatGPT access to a sandboxed cloud environment with capabilities like running any code, accessing Linux OS, installing programs, using filesystem, running processes, and accessing the internet. The plugin exposes commands to run shell commands, read files, and write files, enabling various possibilities such as running different languages, installing programs, starting servers, deploying websites, and more. It is powered by the E2B API and is designed for agents to freely experiment within a sandboxed environment.
opencompass
OpenCompass is a one-stop platform for large model evaluation, aiming to provide a fair, open, and reproducible benchmark for large model evaluation. Its main features include: * Comprehensive support for models and datasets: Pre-support for 20+ HuggingFace and API models, a model evaluation scheme of 70+ datasets with about 400,000 questions, comprehensively evaluating the capabilities of the models in five dimensions. * Efficient distributed evaluation: One line command to implement task division and distributed evaluation, completing the full evaluation of billion-scale models in just a few hours. * Diversified evaluation paradigms: Support for zero-shot, few-shot, and chain-of-thought evaluations, combined with standard or dialogue-type prompt templates, to easily stimulate the maximum performance of various models. * Modular design with high extensibility: Want to add new models or datasets, customize an advanced task division strategy, or even support a new cluster management system? Everything about OpenCompass can be easily expanded! * Experiment management and reporting mechanism: Use config files to fully record each experiment, and support real-time reporting of results.
uvadlc_notebooks
The UvA Deep Learning Tutorials repository contains a series of Jupyter notebooks designed to help understand theoretical concepts from lectures by providing corresponding implementations. The notebooks cover topics such as optimization techniques, transformers, graph neural networks, and more. They aim to teach details of the PyTorch framework, including PyTorch Lightning, with alternative translations to JAX+Flax. The tutorials are integrated as official tutorials of PyTorch Lightning and are relevant for graded assignments and exams.
easydiffusion
Easy Diffusion 3.0 is a user-friendly tool for installing and using Stable Diffusion on your computer. It offers hassle-free installation, clutter-free UI, task queue, intelligent model detection, live preview, image modifiers, multiple prompts file, saving generated images, UI themes, searchable models dropdown, and supports various image generation tasks like 'Text to Image', 'Image to Image', and 'InPainting'. The tool also provides advanced features such as custom models, merge models, custom VAE models, multi-GPU support, auto-updater, developer console, and more. It is designed for both new users and advanced users looking for powerful AI image generation capabilities.
ice-score
ICE-Score is a tool designed to instruct large language models to evaluate code. It provides a minimum viable product (MVP) for evaluating generated code snippets using inputs such as problem, output, task, aspect, and model. Users can also evaluate with reference code and enable zero-shot chain-of-thought evaluation. The tool is built on codegen-metrics and code-bert-score repositories and includes datasets like CoNaLa and HumanEval. ICE-Score has been accepted to EACL 2024.
MediaAI
MediaAI is a repository containing lectures and materials for Aalto University's AI for Media, Art & Design course. The course is a hands-on, project-based crash course focusing on deep learning and AI techniques for artists and designers. It covers common AI algorithms & tools, their applications in art, media, and design, and provides hands-on practice in designing, implementing, and using these tools. The course includes lectures, exercises, and a final project based on students' interests. Students can complete the course without programming by creatively utilizing existing tools like ChatGPT and DALL-E. The course emphasizes collaboration, peer-to-peer tutoring, and project-based learning. It covers topics such as text generation, image generation, optimization, and game AI.
ludwig
Ludwig is a declarative deep learning framework designed for scale and efficiency. It is a low-code framework that allows users to build custom AI models like LLMs and other deep neural networks with ease. Ludwig offers features such as optimized scale and efficiency, expert level control, modularity, and extensibility. It is engineered for production with prebuilt Docker containers, support for running with Ray on Kubernetes, and the ability to export models to Torchscript and Triton. Ludwig is hosted by the Linux Foundation AI & Data.
SwanLab
SwanLab is an open-source, lightweight AI experiment tracking tool that provides a platform for tracking, comparing, and collaborating on experiments, aiming to accelerate the research and development efficiency of AI teams by 100 times. It offers a friendly API and a beautiful interface, combining hyperparameter tracking, metric recording, online collaboration, experiment link sharing, real-time message notifications, and more. With SwanLab, researchers can document their training experiences, seamlessly communicate and collaborate with collaborators, and machine learning engineers can develop models for production faster.
mimir
MIMIR is a Python package designed for measuring memorization in Large Language Models (LLMs). It provides functionalities for conducting experiments related to membership inference attacks on LLMs. The package includes implementations of various attacks such as Likelihood, Reference-based, Zlib Entropy, Neighborhood, Min-K% Prob, Min-K%++, Gradient Norm, and allows users to extend it by adding their own datasets and attacks.
metaflow
Metaflow is a user-friendly library designed to assist scientists and engineers in developing and managing real-world data science projects. Initially created at Netflix, Metaflow aimed to enhance the productivity of data scientists working on diverse projects ranging from traditional statistics to cutting-edge deep learning. For further information, refer to Metaflow's website and documentation.
20 - OpenAI Gpts
Maurice
Your go-to for designing, analyzing, and recording experiments, and generate your lab report.
NeuroAI Expert
Expert in synthetic neurobiology, brain organoids, and AI applications in neuroscience. Powered by Breebs (www.breebs.com)
Digital Experiment Analyst
Demystifying Experimentation and Causal Inference with 1-Sided Tests Focus
data trip
Dalle + custom corrupted data from every artist in the world. This is an experiment. (beta)
BioChomps
Assume the role of a MAD SCIENTIST bent on creating the most powerful animal in this turn based creature creator AI battler!
E&L and Pharmaceutical Regulatory Compliance AI
This GPT chat AI is specialized in understanding Extractables and Leachables studies, aligning with pharmaceutical guidelines, and aiding in the design and interpretation of relevant experiments.
Experimental Research Advisor
Guides scientific discovery through experimental research strategies.
Biochem Helper: Research's Helper
A helpful guide for biochemical engineers, offering insights and reassurance.
Science Project Buddy
I guide students in science projects, tailored to their grade, using provided resources and illustrations.
JIMAI - Cloud Researcher
Cybernetic humanoid expert in extraterrestrial tech, driven to merge past and future.