DataRobot
DataRobot
Blog Post
  • Company Also Unveils Support for Amazon SageMaker and Amazon Redshift Data Tools Boston – May 10, 2018 –  DataRobot, the pioneer in automated machine learning, announced today that it has achieved Amazon Web Services (AWS) Financial Services Competency status. This designation recognizes DataRobot for delivery of effective solutions to help financial institutions identify, model, and […] The post ...

DataRobot
DataRobot
Blog Post
  • What does Confusion Matrix mean? This: Okay, we’ll give you a little more detail. Basically, when you train a machine learning classification model on a dataset, the resulting confusion matrix shows how accurately the model’s predictions categorized each record and where it might be making errors in categorization. The rows of the matrix represent the […] The post Confusion Matrix appeared first o...

DataRobot
DataRobot
Blog Post
  • What does Model Blueprint mean? Model blueprints, a feature unique to DataRobot, are the different approaches the automated machine learning software takes to go from input data to predictions. Each blueprint consists of a different combination of feature engineering and other data preprocessing steps and machine learning algorithms, developed and fine-tuned by highly trained data scientists. […] ...

DataRobot
DataRobot
Blog Post
  • What does Open Source Model Infrastructure mean? In 1998, the Open Source Initiative was formed, which coined the term “open source.” Since then, the phrase has come to define the philosophy of knowledge sharing throughout the software development community. By making the entire community’s software code publicly available, the whole community benefits. Everyone in the […] The post Open Source Mod...

DataRobot
DataRobot
Blog Post
  • What does Citizen Data Scientist mean? Organizations of all sizes and industries strive to be more data-driven, but with a worldwide shortage of trained data scientists, these businesses are empowering their business analysts and other domain information experts with the tools and support they need to become citizen data scientists. By doing so they are […] The post Citizen Data Scientist appeared...

DataRobot
DataRobot
Blog Post
  • What does Accuracy mean? In the world of machine learning models, accuracy refers to the model’s ability to correctly predict entries/target variables in your dataset, minimizing the difference between the actual and predicted values. It is imperative that the model generalizes to ‘unseen’ data – data it wasn’t trained on – otherwise, the predictions it […] The post Accuracy appeared first on Data...

DataRobot
DataRobot
Blog Post
  • What does Prediction mean? A prediction is just a guess at a currently unknown outcome. Humans make predictions in our daily lives based on what we know has happened in the past. For example, when deciding if you’re going to invest in a company, you take information about their profitability and past strategy into account […] The post Prediction appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • Best-of-Breed Technology and Services Accelerate Adoption of Automated Machine Learning in the Enterprise Boston – April 3, 2018 –  DataRobot, the pioneer in automated machine learning, announced today the launch of the DataRobot AI Partner Program, a global initiative to support and enable select partners to accelerate an AI-driven transformation for their customers. This initiative […] The post ...

DataRobot
DataRobot
Blog Post
  • Partnership demonstrates DataRobot as the leader in automated machine learning across federal agencies Boston – March 26, 2018 — DataRobot, the global leader in automated machine learning, data science, and predictive analytics, announced today its partnership with In-Q-Tel, Inc. (IQT), the strategic investor that identifies innovative technology solutions to support the U.S. Intelligence Communit...

DataRobot
DataRobot
Blog Post
  • What does Artificial Intelligence mean? Everyone thinks they know what artificial intelligence (AI) is. We’ve all heard the hype and the doomsday predictions: robots are going to take over the world. The future of AI is going to mean the end of the world as we know it. In reality, that’s completely true – but […] The post Artificial Intelligence appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • What does Deep Learning mean? “Deep learning” is one of those phrases that is surrounded by hype and vague definitions, so we’re going to tell it to you straight: the basic idea of deep learning is that it’s just another machine learning algorithm to include in your toolkit, a supervised learning model constructed of multiple […] The post Deep Learning appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • What is Tuning? Note: Before reading this entry, you may want to familiarize yourself with data mining and algorithms. Have you ever played a video game in which you could design your own character? If so, you know that most of them provide a number of “preset” characters that you can tweak to better suit […] The post Tuning appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • What is Unsupervised Machine Learning? Unsupervised learning is a type of machine learning that involves inferring the patterns within datasets without reference to known, or labeled, outcomes. In contrast to supervised learning,  the data points do not have the associated ground truth values, or “correct answers.” As a result, unsupervised learning methods cannot be directly […] The post Unsuperv...

DataRobot
DataRobot
Blog Post
  • What is Data Preparation? Just like the fad of meal preparation, the process of getting your meals all set for the week to try and encourage yourself to eat healthier, data preparation is the process of getting your data ready for predictive modeling. During data prep, you take data that’s stored in some sort of […] The post Data Preparation appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • What is Data Collection? Exactly what it sounds like, actually. Data collection is the process of gathering and measuring information from countless different sources. As a society, we’re generating data at an unprecedented rate (for more on that, see big data). These data can be numeric (temperature, loan amount, customer retention rate), categorical (gender, color, highest […] The post Data Coll...

DataRobot
DataRobot
Blog Post
  • What is Cross-Validation? Cross-validation is an extension of train/validation framework that is intended to improve the stability of the out-of-sample measure of a machine learning model’s performance by minimizing sample bias. If you haven’t familiarized yourself with Training, Validation, and Holdout (TVH), now would be a good time to do so – this page can […] The post Cross-Validation appeared...

DataRobot
DataRobot
Blog Post
  • What is Cognitive Computing? Cognitive computing is the epitome of every sci-fi nerd’s nightmare/fever dream. It’s supposedly a type of artificial intelligence (AI) that uses an algorithmic model to simulate the process of human thought and is often used as an umbrella term for a new class of technology intended to do work previously done […] The post Cognitive Computing appeared first on DataRobo...

DataRobot
DataRobot
Blog Post
  • What is Classification? Remember bio class when you learned the practice of categorizing plants, animals, and other lifeforms into different taxonomies? That’s a form of classification. One of the primary uses of data science and machine learning is to predict a category to which an observation most likely belongs: first, the machine learning technology applies […] The post Classification appeared...

DataRobot
DataRobot
Blog Post
  • What is Big Data? It’s ambiguous. It’s ubiquitous. It conjures up images of Big Brother and horror stories like when Target knew a teenager was pregnant before she did. In reality, there are so many definitions of “big data” floating around that it can be difficult to keep everything straight – the phrase has become […] The post Big Data appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • What are Algorithms? Have you ever followed a recipe? How about a flowchart for decision-making (if this, then that; if not, then this)? That’s basically what a machine learning algorithm is to a computer. Algorithms can be thought of as step-by-step computational procedures for solving a problem, almost like a road map for accomplishing a […] The post Algorithm appeared first on DataRobot.

DataRobot
DataRobot
Blog Post
  • What is Deployment? So you’ve done all the work in developing your machine learning model, and now you’re ready to apply it to your company’s real-life data to start using predictive analytics to solve practical problems. But wait – how do you actually integrate the model into your organization’s systems and start making those predictions […] The post Deployment appeared first on DataRobot.

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