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Semi-supervised Learning: Uses a mix of labeled and unlabeled data. Onder DL: A specialized form of Machine Learning using deep artificial neural networks (with many layers) to model complex patterns in large datasets. Deep learning: Dit zijn artificiële neurale netwerken, geïnspireerd op de opbouw van het biologische brein. Deze algoritmes bestaan uit verschillende lagen, waarbij elke laag nieuwe eigenschappen leert van de gegevens. Neem bijvoorbeeld het herkennen van een kat: door algoritmes te voorzien van veel voorbeelden, leren ze kenmerken (vacht, poten, ogen, oren) te herkennen. Ze kunnen zichzelf trainen en verder verbeteren. Andere voorbeelden waarbij deep learning wordt toegepast zijn de zelfrijdende auto en realtime spraakvertaling. CNN: Convolutional Neural Networks (CNNs), bijvoorbeeld voor afbeeldingen. RNN: Recurrent Neural Networks Transformers: voor sequences (text, audio) Handles unstructured data (images, audio, text) and powers advanced AI like self-driving cars, speech recognition, and generative AI.
A translucent human head and upper torso are depicted in a digital artwork, showcasing detailed anatomical structures against a blurred dark background with interconnected nodes and lines. The visible brain, rendered in a realistic, coral-like texture with shades of red, orange, and yellow, is partially exposed at the top of the head. Below the brain, the facial structure is represented by a fine blue wireframe mesh, with glowing orange eyes that suggest an internal light source. Extending from the brain and down the neck and shoulder area are intricate yellow nerve pathways, illustrating the nervous system. The transparent body also reveals hints of internal organs and structures as faint outlines. The background features a network of glowing blue spheres connected by thin lines, creating a sense of digital connectivity or a neural network. The lighting is soft and ambient, highlighting the translucent quality of the body and the glowing elements. The overall impression is one of advanced technology and biological complexity, blending realism with futuristic abstraction.
