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Applications-of-AI-for-Predictive-Maintenance
Nvidia DLI workshop on AI-based predictive maintenance techniques to identify anomalies and failures in time-series data, estimate the remaining useful life of the corresponding parts, and map anomalies to failure conditions.Applications-of-AI-for-Anomaly-Detection
Nvidia DLI workshop on AI-based anomaly detection techniques using GPU-accelerated XGBoost, deep learning-based autoencoders, and generative adversarial networks (GANs) and then implement and compare supervised and unsupervised learning techniques.Secure-and-Private-AI
This course introduced me to three cutting-edge technologies for privacy-preserving AI: Federated Learning, Differential Privacy, and Encrypted Computation.Advanced-Deep-Learning-with-Transformers
Workshop that will take you from Graph Neural Networks (GNNs) to Transformers, architectures which have led to numerous breakthrough achievements in a variety of fields such as Natural Language Processing (NLP), chemistry, and physics.Tropical-Cyclone-Intensity-Estimation
Solution for categorizing hurricanes based on intensity, using a deep convolutional neural network architecture trained on GPUs. It was developed during the "NCC Portugal AI for Science Bootcamp" and it's mainly a recreation of the research paper titled "Tropical Cyclone Intensity Estimation Using a Deep Convolutional Neural Network".From-Data-to-Insights-with-Google-Cloud-Platform
Four-course accelerated online specialization teaches course participants how to derive insights through data analysis and visualization using the Google Cloud PlatformUnreal-Engine-for-Remote-Visualization-and-Machine-Learning
In-depth training to using Unreal Engine as a data generator and integrat it in a simple ML workflow, in one of the leading supercomputing centres.Fundamentals-of-Accelerated-Computing-with-CUDA-C-Cpp
Accelerate and optimize existing C/C++ CPU-only applications using the most essential CUDA tools and techniques.Python4HPC
Python from an HPC viewpoint, the most practical tools, and various indispensable libraries for HPC use cases.Computer-Vision-Nanodegree
As one of the 300 scholars chosen among 6,000 from the first phase, "Secure and Private AI" by Facebook AI, I have earned a full scholarship to Udacityโs Computer Vision NanodegreePoland-End-To-End-LLM-Bootcamp
This bootcamp is designed to give NLP researchers an end-to-end overview on the fundamentals of NVIDIA NeMo framework, complete solution for building large language models. It will also have hands-on exercises complimented by tutorials, code snippets, and presentations to help researchers kick-start with NeMo LLM Service and Guardrails.Introduction-to-Bayesian-Statistical-Learning
Concepts of Bayesian Statistics, Bayesian inference, computational techniques and knowledge about the different types of models as well as model selection procedures.Introduction-to-Quantum-Computing-Hybrid-HPC-QC-Systems
ENCCS joined forces with NordIQuEst to deliver a workshop covering the fundamentals of quantum computing and hybrid HPC-QC systems.Introduction-to-Explainable-Deep-Learning-on-Supercomputers
A solid foundational understanding of XAI, primarily emphasizing how XAI methodologies can expose latent biases in datasets and reveal valuable insights.Video-Artistic-Style-Transfer
Transfer the style from one or more images (for example, a painting) to a whole video using PytorchFeedzai-Catch-the-Fraudster
The goal of the competition was to predict fraudulent transactions on a dataset with about 40 million instances, with some characteristics similar to the datasets processed by Feedzai.Big-Data-analysis-with-Hadoop-and-RHadoop
Foundations of โBig Dataโ processing by introducing the Hadoop distributed computing architecture and providing an introductory level tutorial for Big Data analysis using Hadoop, Rhadoop, and R libraries parallel, doParallel, foreach and Rmpi.Quantum-Autumn-School
ENCCS is now again joining forces with the Wallenberg Centre of Quantum Technologies (WACQT) and the Nordic/Baltic NordIQuEst project to deliver a three-day autumn school covering the fundamentals of quantum computing.Deep-Learning-Week
This 5 day online course was co-organised by LRZ and NVIDIA Deep Learning Institute (DLI), combined lectures about Fundamentals of Deep Learning for Single and for Multi-GPUs, Building Transformer-Based Natural Language Processing Applications and Deep Learning on LRZ systems.Love Open Source and this site? Check out how you can help us