Application of Machine Learning Techniques to Aviation Operations: NASA Case Studies

Our editorial crew has not too long ago observed a pretty intriguing presentation of NASA situation studies involving applications of machine finding out procedures in the industry of aviation functions.

Impression credit score: USRA / NASA Ames

The creator provides the overview of attainable applications of machine finding out procedures to resolve critically critical issues in aviation functions, testimonials procedures of simulation and analysis, compares physics-based mostly modeling and facts-pushed modeling.

The file also consists of in-depth dialogue of two situation studies from NASA, with concentration on difficulties linked with facts availability, function range, model setting up and validation.


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Machine learning predicts side effects from chemotherapy

In collaboration with Rigshospitalet, scientists from DTU Health Technologies have developed a equipment learning design that can predict chemotherapy-involved nephrotoxicity, a especially considerable side outcome in individuals addressed with cisplatin.

Testicular cancer is the most prevalent cancer in younger adult males. The amount of new situations is increasing throughout the world. There is a reasonably significant survival level, with 95% surviving right after ten a long time – if detected in time and addressed thoroughly. Nevertheless, the standard chemotherapy incorporates cisplatin, which has a extensive assortment of very long-term side consequences, a person of which can be nephrotoxicity.

The experts

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New free Deep Learning lecture series from DeepMind and UCL

Specialists from DeepMind in cooperation with University Faculty London (UCL) have just lately launched a new collection of lectures dedicated to the particulars of device learning and artificial intelligence.

This training course if freely obtainable to every person, and features a wonderful lineup of lecturers from top AI research labs, and with large realistic and scientific practical experience in making smart systems.

In these collection you will discover numerous essential topics, including fundamentals of development and software of advanced features essential to course of action raw information at extraordinary precision and scale, software of deep learning to clear up complications

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Titanic: Machine Learning from Disaster

Use device understanding to make a model that predicts which passengers survived the Titanic shipwreck.

On April 15, 1912, throughout her maiden voyage, the commonly considered “unsinkable” RMS Titanic sank immediately after colliding with an iceberg. Unfortunately, there weren’t enough lifeboats for everybody onboard, ensuing in the demise of 1502 out of 2224 passengers and crew.

While there was some component of luck involved in surviving, it looks some groups of people ended up additional probably to survive than many others.

In this obstacle, we inquire you to establish a predictive model that solutions the problem: “what types of people

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Apache Spark 3.0 adds Nvidia GPU support for machine learning

Apache Spark, the in-memory large facts processing framework, will turn out to be fully GPU accelerated in its shortly-to-be-released three. incarnation. Best of all, today’s Spark applications can choose advantage of the GPU acceleration devoid of modification existing Spark APIs all function as-is.

The GPU acceleration components, offered by Nvidia, are built to complement all phases of Spark applications which includes ETL functions, machine discovering training, and inference serving.

Nvidia’s Spark contributions draw on the RAPIDS suite of GPU-accelerated facts science libraries. Quite a few of RAPIDS’ internal facts constructions, like dataframes, complement Spark’s have, but obtaining Spark to use

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