この記事では、予測分析の幅広い分野、機械学習との関係、およびシミュレーションが予測分析テクノロジーとしてどのように機能するかを紹介します。
なぜ予測分析を使用するのですか？予測分析とは、履歴データに基づいて予測を行うことです。技術者は、統計アルゴリズムと機械学習技術を使用して過去のイベントを分析し、将来のシステムの確率と予測を生成します。ほとんどすべての人が予測分析の対象であり、その恩恵を受ける可能性があります。
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AnyLogicとMicrosoft Project Bonsaiによる深層強化学習
Microsoft Project Bonsaiを使用すると、AIのバックグラウンドがない専門家でも、専門知識を活用してAIエージェントを指導し、実際のビジネス上の問題を解決できます。 Project BonsaiとAnyLogicシミュレーションを使用するための主要な概念とワークフローを紹介する、ウェビナーと付随するリソース情報を以下に示します。
このウェビナーは、AnyLogicとMicrosoftが提携して 、ビジネスアプリケーションに深層強化学習と機械教育をもたらす内容となっています。Microsoft Project Bonsaiチームの主任プログラムマネージャーであるDavid CoeとAnyLogic AIプログラムリーダーのArash Mahdaviが、シミュレーションを使用してAIをトレーニングし、シミュレーションでAI制御を実装するためのエンドツーエンドのワークフローを実証します。
Webinar: How to train a policy for controlling a machine (using simulation and deep reinforcement learning)
The How to train a policy for controlling a machine webinar demonstrated the use of a simulation environment in deep reinforcement learning. The recording is available below, along with the supplementary materials – so you can try it out for yourself and explore some of the possibilities.
The materials above in combination with the video recording of the webinar cover everything that is needed to reproduce the entire training setup.
AnyLogic Conference 2019 presentations and photos
The AnyLogic Conference 2019 made clear how simulation modeling continues to empower all kinds of industries from all around the world. The exciting progress being made in machine learning and its strengthening relationship with simulation also featured strongly throughout the event.
Here we have gathered the presentations for download and also posted some photos!
What’s on at the AnyLogic Conference?
The format for the AnyLogic Conference, this April 17-18 is slightly different for 2019 and includes a panel discussion in addition to the more familiar presentations and workshops.
Also, ticket prices will go up in price on April 5th, so get them now for the best deal and join us in Austin, Texas! Here’s why you should!
What links Machine Learning, Deep Learning, and Simulation?
Reinforcement Learning, that’s where all the action is these days says Lyle Wallis, Advisory Analytics Director at PwC. It is also what connects Machine Learning, Deep Learning, and Simulation. How so? And why is this important?
In a presentation at the AnyLogic Conference 2018, Lyle explained the various uses of simulation in artificial intelligence as well as its importance. Read on and find out more...
AI comes to the AnyLogic Conference
In response to changes in industry, there are changes to this year’s AnyLogic Conference. In a way, this mirrors the relationship developing between simulation and machine learning – each benefiting from the input and feedback of each other.
Read on for the conference low-down...
London Workshop - Delivering Digital Twins
London, May 25 – Digital twins at work. Simulation modeling experts, from multiple industrial disciplines, joined dseConsulting, HSSMi, and AnyLogic for an insightful event, rich with innovation. Here are the highlights and downloads.
A data hack also gave attendees the chance to use AI and simulation with AnyLogic simulation software.
Simulation modeling is proving invaluable to bringing the latest developments of Industry 4.0 into practical use and the event in London was a great example of this. Read the highlights and download the presentations…
