Replicate Description
Machine learning can do amazing things, including understanding the world, driving cars, writing code, and making art. It's still very difficult to use. Research is usually published in a PDF format. There are also bits of code on GitHub and weights (if you're fortunate!) on Google Drive. It's difficult to apply that work to a real-world problem unless you're an expert. Machine learning is now accessible to everyone. Machine learning models should be shared by people who create them. People who want to use machine-learning should not need a PhD to share their machine learning models. Great power comes with great responsibility. We believe that this technology can be made safer and more understandable by using better tools and safeguards.
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ioModel
ioModel allows existing analytics teams to access powerful machine learning models without writing code. This greatly reduces development and maintenance costs. Analysts can validate and understand the effectiveness of models created on the platform by using well-known and proven statistical validation methods. The ioModel Research Platform can do for machine learning what the spreadsheet could do for general computing. The ioModel Research Platform was developed entirely with open source technology. It is also available (without support and warranty) under the GPL License at GitHub. We invite the community to join us in developing the Platform's roadmap and governance. We are committed to working openly, transparently, and to driving forward analytics, modeling and innovation.
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TensorFlow
Open source platform for machine learning. TensorFlow is a machine learning platform that is open-source and available to all. It offers a flexible, comprehensive ecosystem of tools, libraries, and community resources that allows researchers to push the boundaries of machine learning. Developers can easily create and deploy ML-powered applications using its tools. Easy ML model training and development using high-level APIs such as Keras. This allows for quick model iteration and debugging. No matter what language you choose, you can easily train and deploy models in cloud, browser, on-prem, or on-device. It is a simple and flexible architecture that allows you to quickly take new ideas from concept to code to state-of the-art models and publication. TensorFlow makes it easy to build, deploy, and test.
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Google Cloud Natural Language API
Machine learning can provide insightful text analysis that extracts, analyses, and stores text. AutoML allows you to create high-quality custom machine learning models without writing a single line. Natural Language API allows you to apply natural language understanding (NLU). To identify and label fields in a document, such as emails and chats, use entity analysis. Next, perform sentiment analysis to understand customer opinions and find UX and product insights. Natural Language with speech to text API extracts insights form audio. Vision API provides optical character recognition (OCR), which can be used to scan scanned documents. Translation API can understand sentiments in multiple languages. You can use custom entity extraction to identify domain-specific entities in documents. Many of these entities don't appear within standard language models. This allows you to save time and money by not having to do manual analysis. You can create your own machine learning custom models that can classify, extract and detect sentiment.
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Explorium
Explorium is a data science platform that combines automatic data discovery with feature engineering. Explorium empowers data scientists and business executives to make better decisions by automatically connecting to thousands external data sources (premium and partner) and using machine learning to extract the most relevant signals. Try it for free at www.explorium.ai/free-trial
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Platforms
SaaS
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Documentation
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Online
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