Category: Deep Learning
- Allgemein, Artificial Intelligence, ChatGPT and Language Models, Deep Learning, Ethics of Computer Science, Teaching and Learning
Automated Program Repair using Machine Learning
Utilizing Machine Learning for SOTA results in Automated Program Repair
Sicherheitscheck – Wie sicher sind Deep Learning Systeme?
In einer immer stärker digitalisierten Welt haben Neuronale Netze und Deep Learning eine immer wichtigere Rolle eingenommen und viele Bereiche unseres Alltags in vielerlei Hinsicht bereichert. Von Sprachmodellen über autonome Fahrzeuge bis hin zur Bilderkennung/-generierung, haben Deep Learning Systeme eine erstaunliche Fähigkeit zur Lösung komplexer Aufgaben gezeigt. Die Anwendungsmöglichkeiten zeigen scheinbar keine Grenzen. Doch während…
Allgemein, Artificial Intelligence, Deep Learning, System Architecture, System Designs, System Engineering, Ultra Large Scale SystemsAn overview of Large Scale Deep Learning
article by Annika Strauß (as426) and Maximilian Kaiser (mk374) Introduction Improving Deep Learning with ULS for superior model training Single Instance Single Device (SISD) Multi Instance Single Device (MISD) Multi Instance Multi Device (MIMD) Single Instance Multi Device (SIMD) Model parallelism Data parallelism Improving ULS and its components with the aid of Deep Learning Understanding…
Verkehrserkennung mit Neuronalen Netzen
Einleitung Hast du beim Lernen auch schon einmal gelangweilt aus dem Fenster geschaut und die vorbeifahrenden Autos gezählt? Auf wie viele Autos bist du dabei genau gekommen und war diese Zahl vielleicht auch vom Wochentag oder der Uhrzeit abhängig? In unserem Projekt haben wir versucht diese Frage zu beantworten.Dafür haben wir mittels Maschinellem Lernen, auch…
How to Train a Doodle Image Classifier and Recognize Doodles in the Cloud
As part of the lecture “Software Development for Cloud Computing” we developed a doodle image recognition game. The idea came to us when we were searching for possible mini-games for our semester project “Peers – The Party”, an iOS app using Apple’s MultipeerConnectivity framework.
Large Scale Deployment for Deep Learning Models with TensorFlow Serving
Introduction “How do you turn a trained model into a product, that will bring value to your enterprise?” In recent years, serving has become a hot topic in machine learning. With the ongoing success of deep neural networks, there is a growing demand for solutions that address the increasing complexity of inference at scale. This…
Improved Vulnerability Detection using Deep Representation Learning
Today’s software is more vulnerable to cyber attacks than ever before. The number of recorded vulnerabilities has almost constantly increased since the early 90s. The advantage of Deep Learning algorithms is that they can learn vulnerability patterns on their own and achieve a much better vulnerability detection performance. In this Blog-Post, I will present a…