Machine learning

Algorithms that independently learn to make predictions and decisions after training on datasets instead of being explicitly programmed.

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13 January 2020
4 min read
Machine learning model security is not discussed enough. In serverless GPU–attached environments, block storage solutions like S3 are dependable for persisting your model files. Other than the URI, no other relevant information regarding the model file is saved in the source code.  This exposes an...
7 January 2020
8 min read
Analytic thinking has become a necessary skill for almost everyone working in a business environment. Although data scientists and analysts may be more intimately involved in handling and manipulating data, managers, executives, and other business leaders will be the ones making decisions based on a...
7 January 2020
5 min read
Learn how machine learning works from Algorithmia, the enterprise machine learning operations (MLOps) platform.
2 January 2020
3 min read
DevOps Engineers are delighted when they find a product or service that fits in with their already refined CI/CD processes. When we choose a new pipeline tool, engineers depend on a number of factors. Ease of use, repeatable processes, and a solid support model are key. Choosing a continuous integration...
27 December 2019
5 min read
Outside of regression, multi-class classification is probably the most common machine learning task. Learn how to properly use it in building machine learning models.
24 December 2019
6 min read
Machine learning is providing enterprise-level solutions and careers for many companies. It is quite a broad field, however, and comprises many subcategories and countless uses. So what exactly is machine learning, how and why is it used, and what companies are using it? Let’s dive into those questions...
17 December 2019
6 min read
As more organizations incorporate AI and machine learning in to their processes, data scientists and analysts must continue to learn about how these techniques solve business problems. Previously on this blog we discussed how particular algorithms may be more appropriate for particular research questions...
13 December 2019
5 min read
Types of machine learning Machine learning comes in three basic types: supervised, unsupervised, and reinforcement learning. Reinforcement learning follows a different paradigm from the other two, so we’ll leave it for another post.  The most common form of machine learning, and the most prototypical,...
10 December 2019
4 min read
Demand forecasting is a common business practice for optimizing workflow in inventory, but it  actually has use cases across all industries even if it isn’t immediately clear. Let’s walk through how demand forecasting can be used and explore its value.    What is demand forecasting? Demand forecasting...
6 December 2019
6 min read
Machine learning is a vast field, composed of many model types, subsets, and use cases. In our forthcoming 2020 State of Enterpriser Machine Learning report, we dig into the use cases that are used most often by businesses today, but as there are new advances made in ML every day, there are also advances...