„… Anpassungen. Dieser Beitrag stellt einen Ansatz zur dezentralen Reihenfolgebildung mittels „Deep Q-Learning …” „… Optimierungsproblemen ein stabiles Lernverhalten zu gewährleisten, entwickelten Mnih et al. das „Deep Q-Learning …” „… einem zentralen Deep-Q-Learning-Modul (dqn-Modul) implementiert. Sobald eine Reihenfolgebildung …”

„… dezentralen Reihenfolgebildung mittels „Deep Q-Learning“ vor. Durch die Berücksichtigung verschiedener …”

„… wird die Anwendung von Deep Learning, insbesondere des U-Net-Modells, für die Vorher-sage von …” „… Ergebnisse des erzeugten Modells sind vielversprechend und deuten darauf hin, dass Deep Learning bei …” „… normalerweise von Menschen ausgeführt werden, automatisiert werden. Machine Learning und Deep Learning sind …”

„… intelligence method into monitoring of plastic gears. In fact, the application of deep learning in machinery …” „… : 2014 [5] R. Zhao, R. Yan, Z. Chen, K. Mao, P. Wang, R. X. Gao: Deep learning and its applications to …” „… deep learning model for fault diagnosis with good anti-noise and domain adaptation ability on raw …”

„… Statistical Computing," Vienna, Austria, 2018. [29] J. Schmidhuber, "Deep learning in neural networks: An …” „… investigation follows a novel approach using machine learning techniques combined with an industrial analytics …” „… investigation follows a novel approach using machine learning techniques combined with an industrial analytics …”

„… size effects in the tooth root utilizing machine learning methods. In the following the model and the …” „… deep artificial neural networks (ANNs), and 80.000 simulated strength estimates seemed to be …” „… sufficient to train such a deep ANN. Therefore, an ANN was trained to predict the torque (the target) based …”

„… Deep online oil analysis of dielectric parameters for life time enhancement of industrial …” „… cannot be assumed to be known. To improve the comparability of measurements, a self-learning adaptive …”

„… conditions. This may lead to misleading indicators results. Thus, this was overcome by a machine learning …” „… 1–2, Pages 60–71 [9] Gomez J-L., Bourdon A., André H., Rémond D., (2016), Modelling Deep Groove Ball …”

„… , and A. C. Courville. Deep learning. MITpress, 2016.[50] M. P. Deisenroth, A. A. Faisal, and C. S. Ong …” „… , S. Ren, and J. Sun. “Deep residual learning forimage recognition.” In: Proc. IEEE Conf. on Computer …” „… . “HyperFace: A DeepMulti-task Learning Framework for Face Detection, LandmarkLocalization, Pose Estimation …”

„… .2.1 machine learning with deep neural networksMachine learning is an overarching term for the …” „… overfitting. The model has minimized the risk for the training122.1 machine learning with deep neural …” „… automatically collected inmodern deep learning frameworks such as PyTorch [53]. In Section 4.2.4we will discuss …”

„… Dokumentation: Kopfposenschätzung – Domänenadaption – synthetische Daten – Deep Learning – RegressionKeywords …” „… : head pose estimation – domain adaptation – synthetic data – deep learning – regressionDiese …” „… Dissertation beschäftigt sich mit der bildbasierten Kopfposenschätzung mittels Deep Learning und Lernen aus …”

„… central aspect of humanity.During the last decade deep learning has risen to high popularityfor …” „… for deep learning is that the more data available, the better theperformance. While there may be …” „… generation and manip-ulation [3] (deep fakes, virtual makeup, face filters), and facial motioncapture [4] for …”

„… , we present a method for unsupervised domain adaptationbased on semi-supervised learning techniques …” „… follows. We will first give a brief introduc-tion to semi-supervised learning focusing on consistency …” „… consistency4.1 semi-supervised learning for domain adaptationSemi-supervised learning (SSL) utilizes labeled …”

„… phase two we need to calculate the newsampling probabilities. In a typical deep learning setting …” „… representations is sometimes called adversarialtraining or adversarial learning. Adversarial domain adaptation …” „… is the learning rate. Note that a three-step optimization isan illustrative example. In a practical …”

„… evaluation5.1 evaluation protocolsAs with most machine learning algorithms, head pose estimation per-formance …” „… Biwi+. Thus, learning on 300W-LP with a transfer to SynHead++ orBiwi+ is a so-called open-set DA …” „… problem. Learning on SynHead++ andtransfer to Biwi+ is a partial DA problem. The second observation is …”

„… also increase rapidly. Recent advances in deep learning have made machine learning dramatically …” „… and deep learning methods to implement audiovisual quality prediction. More applications can be …” „… learning on high dimension reduction, a deep auto-encoder approach is proposed. Then, using the …”

„… Einsatz von Deep Learning Verfahren in den letzten Jahren erhebliche Fortschritte zur Steigerung der …” „… configuration of these learning systems, for which deep expert knowledge is still necessary. 1. Einleitung …” „… Bereich des Deep Learnings ist nun allerdings ein Trend hin zu lernenden Systemen zu verzeichnen [5]. So …”

„… . X. Gao, and D. Wu, “Deep learning for smart manufacturing: Methods and applications,” Journal of …” „… Learning with Deep Generative Replay,” in Advances in Neural Information Processing Systems 30, I. Guyon et …” „… , “Communication-Efficient Learning of Deep Networks from Decentralized Data,” http://arxiv.org/pdf/1602.05629v3 …”

„… . Andererseits bieten unüberwachte Lernverfahren und Deep Learning Möglichkeiten, ohne konkrete Fehlerbilder und …” „… intuitivem Plug & Play trainierter Modelle AI in running production – a balancing act between deep data …” „… die eingeschränkte Datenmenge und fehlende Validierungsmöglichkeit einen Einsatz unüberwachter Deep …”

„… Regressionsmodelle [6] Vergleichstagverfahren: [7] etc. Neuronale Netzte (NN) [8] Deep Learning …” „… short-term building cooling load prediction method using deep learning algorithms. Applied Energy, 195, 2017 …”

„… Processing and Machine Learning …” „… von Reinforcement Learning …” „… . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1035 M.-S. Schäfer, O. Gamal, J. Wahrburg, H. Roth, Universität Siegen Deep Auto-encoder-based Approach …”

„… and structured environments, and an • Autonomous system has learning-based capabilities that adapt to …” „… autonomously, e.g., also by learning from past actions to better predict and resolve issues itself. The human …” „… learning and AI: to achieve higher autonomy, classical rule-based programming or automation and control …”