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These high-level scripts are compiled into hybrid execution plans of local, in-memory CPU and GPU operations, as well as distributed operations on Apache Spark. In contrast to existing systems - that either provide homogeneous tensors or 2D Datasets - and in order to serve the entire data science lifecycle, the underlying data model are DataTensors, i.e., tensors (multi-dimensional arrays) whose first dimension may have a heterogeneous and nested schema.

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Deep learning is a subset of machine learning that is based on artificial neural networks. It has revolutionized the field of artificial intelligence and is being used in a variety of applications, including image and speech recognition, natural language processing, and autonomous vehicles. In this blog post, we will provide an overview of what deep learning is, how it works, and its applications.

Artificial intelligence (AI) enables people to spend more time with those that matter the most. AI is bringing people together, whether it's assisting in the planning of a family vacation, getting to a place securely, allowing everyone to see each other on a video call, or making gift shopping a little easier. The continuous evolution of AI has the potential to revolutionize the way we live, work, and interact with each other. While AI is often portrayed as a divisive force that could lead to job losses and social inequality, it also has the power to bring people together and create new opportunities for collaboration and cooperation. In this article, we will explore some of the ways in which AI can be used to bridge social, cultural, and linguistic barriers and foster greater understanding and empathy among diverse communities. One of the most significant benefits of AI is its ability to facilitate communication across different languages.

A popular gay social networking application has said that it is issuing a warning to its users in Egypt, as police impersonate community members to target LGBTQ individuals. Users in Egypt will see the following warning appear in Arabic and English when they open the app: "We have been alerted that Egyptian police is actively making arrests of gay, bi, and trans people on digital platforms. They are using fake accounts and have also taken over accounts from real community members who have already been arrested and had their phones taken. Please take extra caution online and offline, including with accounts that may have seemed legitimate in the past." Egypt, though it technically does not outlaw homosexuality, frequently prosecutes members of the LGBTQ community on the grounds of "debauchery" or "violating public decency".

STR's Analytics division researches and develops advanced analytics and machine learning-based solutions to solve challenging problems related to national security. Our team consists of passionate and motivated engineers with advanced degrees in engineering, computer science, mathematics, and data science, who are seeking opportunities to use their deep technical knowledge and creativity to tackle some of the hardest problems that our customers face. Our projects span multiple different data modalities and incorporate advanced algorithms, deep learning, and statistical techniques to uncover patterns in social media, structured and unstructured text, time series, geospatial, and imagery data, and must operate under challenging constraints not typically found in the commercial world. The tools and technologies we develop have real world impact and US Government analysts use them to extract and enrich intelligence information around the globe. As a Machine Learning Researcher, you will utilize State of the Art (SOTA) deep learning methods to work with disparate and unlabeled multimodal data sources to create a knowledge engine that can be easily queried by humans.

Hitachi Solutions is a global Microsoft solutions integrator passionate about developing and delivering industry-focused solutions that support our clients to deliver on their business transformation goals. Our industry focus, expertise, and intellectual property is what truly sets us apart. We have earned, and continue to maintain, a strategic relationship with Microsoft. Recognized for our achievements - teaming with our clients to deliver innovative digital solutions and services - is how we have achieved year after year recognition. As their trusted advisor, we support our clients to deliver on their strategic business initiatives as they unify, automate, and modernize their data and operations to increase efficiency, reduce costs, and enhance their customer's experience.