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Sacred
Every experiment is sacred
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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.
For Tasks:
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Features
- Configuration Scopes
- Dependency Injection
- Command-Line Interface
- Observers
- Automatic Seeding
Advantages
- Easily 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
- Control the randomness in your experiments
Disadvantages
- Can be complex to set up
- May not be suitable for all types of experiments
- Can be slow to run
Frequently Asked Questions
-
Q:What is Sacred?
A:Sacred is a tool to configure, organize, log and reproduce computational experiments. -
Q:What are the benefits of using Sacred?
A:Sacred can 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, and reproduce your results. -
Q:How do I get started with Sacred?
A:You can find a quickstart guide here: https://sacred.readthedocs.io/en/stable/quickstart.html
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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.
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Cambrian Copilot
Cambrian Copilot is an AI tool designed for researchers and engineers to stay updated with the latest machine learning research. It provides access to over 240,000 ML papers, helps in understanding complex details, and automates literature reviews, making the process more efficient and convenient.
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Mnemonic AI
Mnemonic AI is an advanced Customer Intelligence tool that offers AI Personas and Digital Twin of the Customer features. It helps organizations of all sizes better understand individuals and tailor messages to their state of mind. The tool creates buyer personas and virtual twins of customers, all 100% data-driven and fully automated. Mnemonic AI also provides OCEAN Personality Analysis, Schwartz Universal Values, and seamless integrations with data sources.
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functime
functime is an AI tool designed for time-series machine learning at scale. It provides a comprehensive set of functions and resources for users to perform forecasting tasks efficiently. With features like scoring, ranking, and plotting functions, functime simplifies the evaluation process of thousands of forecasts simultaneously. Additionally, it offers an AI copilot feature to analyze and compare trends, seasonality, and causal factors in forecasts. The tool also includes detailed API reference documentation for seamless integration.
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Kolank
Kolank is an AI tool that offers a unified API for various AI models, including Generative AI. It provides features such as load balancing, fallbacks, cost and performance metrics. Users can easily access and utilize AI models for tasks like generating text, images, and videos. Kolank simplifies the integration of AI capabilities into applications through its user-friendly interface and comprehensive documentation.
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Promptmakr
Promptmakr is a platform that facilitates the buying and selling of AI prompts. It serves as a marketplace where users can find and purchase prompts for various AI applications. The platform aims to streamline the process of acquiring prompts, making it easier for developers and AI enthusiasts to access high-quality content to enhance their projects.
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StockGPT
StockGPT is an AI-powered financial research assistant that provides knowledge of earnings releases, financial reports, and fundamental information for S&P 500 and Nasdaq companies. It offers features like AI search, customizable filters, industry research, and up-to-date data to help users analyze companies and markets more efficiently.
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Google Colab Copilot
Google Colab Copilot is an AI tool that integrates the GitHub Copilot functionality into Google Colab, allowing users to easily generate code suggestions and improve their coding workflow. By following a simple setup guide, users can start using the tool to enhance their coding experience and boost productivity. With features like code generation, auto-completion, and real-time suggestions, Google Colab Copilot is a valuable tool for developers looking to streamline their coding process.
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Lobe
Lobe is a machine learning tool that helps users easily train machine learning models and deploy them to any platform. It offers a user-friendly interface for creating image-based datasets and provides starter projects for iOS, Android, web, and REST API development. Lobe aims to simplify the machine learning process for both beginners and experienced developers.
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Aitodata
Aitodata.com is an AI-powered data analysis platform that empowers users to extract valuable insights from their data effortlessly. The platform offers a user-friendly interface and advanced algorithms to help users analyze, visualize, and interpret data in a meaningful way. With Aitodata.com, users can streamline their data analysis process, make data-driven decisions, and uncover hidden patterns and trends within their datasets.
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Shimoku
Shimoku is an AI application that offers a catalog of AI modules covering the customer lifecycle for marketers and sales teams. It provides AI-driven solutions for ads acquisition, call center operations, lead conversion, client loyalty, and retention. Shimoku's AI technology combines machine learning, explainability AI, and generative AI to predict opportunities, personalize proposals, and optimize marketing strategies. The application caters to various industries such as auto, ecommerce, insurance, retail, SaaS, and more, helping businesses enhance their performance and growth.
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Weaviate
Weaviate is an AI-native database designed to bring intuitive AI-native applications to life with less hallucination, data leakage, and vendor lock-in. It offers features like Hybrid Search, Retrieval-Augmented Generation, Generative Feedback Loops, and Cost-performance optimization. Weaviate empowers developers to build AI-native applications with flexible, reliable, open-source foundations, tailored AI infrastructure patterns, and over 1M monthly downloads. The platform is known for its best-in-class hybrid search, integrations with major LLMs, and ease of deployment.
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GitBrain
GitBrain is an AI-powered Git client designed for Mac users. It simplifies the Git workflow by offering features such as AI commit messages, code splitting, self code review, auto-detection of projects from favorite IDEs, and a keyboard-friendly design. The application aims to make developers more productive by intelligently handling Git operations and providing a seamless user experience. GitBrain is optimized for Mac performance with a native UI and offers light & dark mode themes for customization.
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Chessvision.ai
Chessvision.ai is an AI-powered eBook reader designed to enhance the study experience of chess enthusiasts. The application utilizes Artificial Intelligence and Computer Vision to make chess eBooks interactive, allowing users to analyze positions, add comments, search online databases, watch YouTube videos, and analyze with the engine. It is a highly recommended tool for players of all levels looking to improve their chess skills.
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ThirdAI
ThirdAI is a production-ready AI platform designed for enterprises, offering a comprehensive solution for building AI applications without the need for extensive proof-of-concept cycles or manual fine-tuning. The platform provides enterprise-grade productivity tools, document search and retrieval, content creation, FAQ bots, customer live support, hyper-personalization, risk and compliance features, fraud detection, anomaly detection, and PII/sensitive data redaction. ThirdAI allows users to bring their business problems, apply them to data, and compose AI applications effortlessly. The platform supports no-code customization, turnkey deployment, and user engagement data for best-in-class accuracy.
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Susterra
Susterra is an advanced analytics platform for Public Finance stakeholders, aiming to catalyze urban development by providing powerful insights. The platform integrates leading practices from academia, leverages public data growth, and utilizes technology innovations like ML and AI to enable issuers to make suitable choices for the growth of the Municipal Bond Market and Smart Cities development in the United States.
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Collective[i]
Collective[i] is an AI-powered platform that helps businesses optimize their sales processes by leveraging AI technology to forecast sales, improve productivity, and grow revenue. The platform provides insights, automates tasks, and enhances decision-making to drive revenue optimization. Collective[i] offers applications such as Intelligent WriteBack™ for data cleansing, C[i]™ for Sales for buyer-centric selling, and Intelligence.com® for surfacing connections. The platform prioritizes enterprise-level security and privacy to ensure the confidentiality and integrity of business information.
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AI SDK
The AI SDK is a free open-source library designed to empower users to build AI-powered products. It offers a unified provider API, generative UI capabilities, framework-agnostic support, and streaming AI responses. The SDK is trusted by builders at OpenAI, Claude, and Hugging Face, and has received positive feedback for its ease of use and efficiency in building AI features within minutes.
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DecodeAI
DecodeAI is an experimental concept for an automatic blog about AI, generated by AI and curated by humans. The blog mainly focuses on AI-related GitHub open-source repositories but is not limited to that. It features tools like Cody, an AI coding assistant, Jan, an open-source offline AI desktop tool, and Open Interpreter, which allows language models to execute code locally. DecodeAI aims to provide valuable insights and resources in the field of artificial intelligence.
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AnyAPI
AnyAPI is an AI tool that allows users to easily add AI features to their products in minutes. With the ability to craft the perfect GPT-3 prompt using A/B testing, users can quickly generate a live API endpoint to power their next AI feature. The platform offers a range of use cases, including turning emails into tasks, suggesting replies, and accessing plain text JSON. AnyAPI is designed to streamline the integration of AI capabilities into various products and services, making it a valuable tool for developers and businesses seeking to enhance their offerings with AI technology.
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Giskard
Giskard is a testing platform for AI systems that helps companies protect against biases, performance, and security issues in AI models. It offers automated detection of issues, compliance with the EU AI Act, and standard methodologies for optimal model deployment. The platform streamlines testing processes, collaboration between data scientists and business stakeholders, and identification of biases in AI models. Giskard is trusted by Enterprise AI teams and aims to ensure the quality, security, and compliance of AI systems.
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Attio
Attio is an AI-native CRM platform that revolutionizes customer relationship management by leveraging artificial intelligence to build, scale, and grow companies to the next level. It offers powerful automation capabilities, detailed reporting, data synchronization, and customization features to help businesses streamline their processes and enhance productivity. Attio is designed to adapt to how businesses work, providing a flexible and efficient solution for managing customer data and workflows. With a focus on scalability and security, Attio is trusted by thousands of companies to handle millions of records with sub-50ms latency, while maintaining industry-leading standards for data protection and compliance.
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DipSway
DipSway is an AI-powered automated crypto trading platform that offers zero-configuration, autopilot trading bots. The platform utilizes a proprietary AI model with over 121 technical indicators and 17 pattern detectors to analyze market trends and execute trades. DipSway provides full profitability analysis based on historical data, supports multiple exchanges, and offers a 30-day free trial with no deposit required. Users can connect their exchange, turn on autopilot, and let the bots trade on their behalf, ensuring safety and security of funds.
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Lime
Lime is an AI-powered data research assistant that helps users with data research tasks. It offers a user-friendly interface and advanced AI algorithms to streamline the data research process. Lime is designed to assist individuals and businesses in extracting valuable insights from data efficiently and accurately.
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Business Automated
Business Automated is an independent automation consultancy that offers custom automation solutions for businesses. They provide services to streamline processes and improve efficiency through the use of tools like GPT, Airtable, and more. The website also features tutorials and products related to automation.