All current Informatik courses in 2024
3169 Kurse
Deep Learning: Advanced Backbones and Efficient GPU Training
Master advanced deep learning backbones—ConvNeXt, Vision Transformers, RoPE, SwiGLU—and efficient GPU training with PyTorch Lightning, mixed precision, and W&B experiment tracking.
Building an Image Generation Web Application With Go and Gemini
Explore building a full-stack image generation web app using Go, HTML, CSS, and JavaScript, integrating AI-powered APIs with dynamic UI, tab navigation, and user history features.
Information System for Innovation
Explore how information systems drive innovation across industries like healthcare, finance, and retail, leveraging AI, IoT, Blockchain, and design thinking to build agile, data-driven organizations.
Advanced Model Architectures & Language AI
Master advanced AI techniques including decision trees, ensemble methods, neural networks, LLMs, and RAG chatbots to build and deploy production-ready machine learning solutions.
RAG Systems and Production Operations
Master RAG systems from foundational architecture to production-grade deployment, implementing Self-RAG, Corrective RAG, secure vector DBs, and optimized pipelines for enterprise AI applications.
Intelligent and Smart Buildings in the Context of Futuristic Architecture
Explore the intersection of Futurist Architecture and smart buildings, covering Antonio Sant'Elia's vision, IoT, AI, and sustainable design to shape innovative built environments.
Deep Learning in Material Science and Engineering: From Concepts to Applications
Explore Deep Learning applications in Material Science, from concepts to hands-on projects. Build intuition, apply models to data, and create a portfolio showcasing skills in material design and property prediction.
AI Systems Design: RAG Pipelines and LLM Architecture
Master enterprise-grade RAG pipelines and LLM architecture—from problem scoping and data strategy to building end-to-end retrieval-augmented generation prototypes with Streamlit UI.
Transformers and NLP: Fine-Tuning Models with Hugging Face
Master transformer architectures, fine-tune BERT, GPT, and T5 models with Hugging Face, build reproducible ML pipelines, and deploy production-ready NLP APIs using FastAPI and CI/CD practices.
Deep Learning for AI Part 1
Master the foundations of deep learning—from neural networks and CNNs to RNNs, VAEs, GANs, and Transformers—with hands-on TensorFlow/Keras and PyTorch implementation.
Machine Learning for Cyber Threat & Anomaly Detection
Master ML techniques for cyber threat detection—build models to identify malware, detect fraud, and analyze network traffic using KNN, SVM, and neural networks on real cybersecurity datasets.
Foundations of Spec-Driven Development with Codex
Master Spec-Driven Development with Codex—learn when specs add value, build project constitutions, create PRDs, and leverage AI for specification generation and critical review.