Technologie en IT | Artificial Intelligence (AI) en Machine Learning | Keras
Keras is een open source deep learning-bibliotheek die ontworpen is om het bouwen en trainen van neurale netwerken eenvoudig, snel en modulair te maken. Het werkt bovenop frameworks zoals TensorFlow en is ideaal voor zowel beginners als gevorderde ontwikkelaars die AI-modellen willen bouwen voor toepassingen zoals beeldherkenning, natuurlijke taalverwerking of voorspellingen.
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Opleidingen Keras
Leer werken met Keras, een gebruiksvriendelijke en krachtige open source bibliotheek voor het bouwen van deep learning-modellen. Deze opleidingen zijn geschikt voor zowel beginnende data scientists als ervaren AI-ontwikkelaars die snel aan de slag willen met het opzetten, trainen en evalueren van neurale netwerken zonder de complexiteit van low-level code.
Keras is gebouwd bovenop TensorFlow en staat bekend om zijn intuïtieve API, snelle prototyping en ondersteuning van complexe modellen zoals convolutionele neurale netwerken (CNN’s), recurrente netwerken (RNN’s) en transformers. In deze opleidingen leer je stap voor stap hoe je met Keras moderne AI-oplossingen ontwikkelt.
Onderwerpen die doorgaans aan bod komen:
- Introductie tot Keras en de relatie met TensorFlow
- Bouwen van feedforward neurale netwerken met de Sequential API
- Gebruik van de Functional API voor complexe modellen
- Training en validatie: loss functions, optimizers en metrics
- Implementatie van CNN's voor beeldherkenning
- Werken met RNN's, LSTM’s en GRU’s voor sequentiële data
- Gebruik van callbacks, early stopping en model checkpointing
- Data preprocessing en augmentatie voor training
- Model evaluatie, fine-tuning en export
De opleidingen bevatten hands-on labs waarbij je werkt met realistische datasets zoals MNIST, CIFAR-10 of IMDB. Je leert hoe je modellen opbouwt, traint, test en implementeert, met een focus op efficiëntie en praktische toepasbaarheid in echte projecten.
Of je nu een AI-starter bent of je vaardigheden in deep learning wilt uitbreiden, met Keras beschik je over een krachtige toolset om zelf neurale netwerken te ontwikkelen, te begrijpen en toe te passen in uiteenlopende domeinen zoals computer vision, taalverwerking en tijdreeksanalyse.
Overzicht cursussen Keras
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Taal: Engels
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Taal: Engels
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Taal: Engels
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Taal: Engels
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Taal: Engels
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Taal: Engels
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