Projects in Awesome Lists by HROlive

https://github.com/hrolive/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.

deep-learning keras lstm machine-learning numpy pandas predictive-maintenance python rapids time-series

Last synced: 10 Apr 2025

https://github.com/hrolive/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.

anomaly-detection autoencoders deep-learning generative-adversarial-network keras machine-learning notebook nvidia-gpu pandas python rapids tensorflow xgboost

Last synced: 20 Apr 2025

https://github.com/hrolive/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.

anaconda deep-learning gnn graphs hpc jupyter-notebook machine-learning neural-network python transformers

Last synced: 10 Apr 2025

https://github.com/hrolive/secure-and-private-ai

This course introduced me to three cutting-edge technologies for privacy-preserving AI: Federated Learning, Differential Privacy, and Encrypted Computation.

deep-learning federated-learning keras machine-learning privacy pytorch

Last synced: 20 Apr 2025

https://github.com/hrolive/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 Platform

data-analysis data-cleaning data-preparation data-visualization sql

Last synced: 20 Apr 2025

https://github.com/hrolive/unreal-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.

data-generator hpc machine-learning synthetic-data synthetic-dataset-generation unreal-engine webrtc

Last synced: 10 Apr 2025

https://github.com/hrolive/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".

cnn convolutional-neural-networks deep-learning machine-learning neural-network python tropical-cyclone weather-forecast

Last synced: 20 Apr 2025

https://github.com/hrolive/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.

cpp cuda cuda-kernels cuda-programming nsight nvidia profilling

Last synced: 10 Apr 2025

https://github.com/hrolive/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.

high-performance-computing hybrid-systems jupyter-notebook python quantum-algorithms quantum-chemistry quantum-computing quantum-finance

Last synced: 23 Feb 2025

https://github.com/hrolive/python4hpc

Python from an HPC viewpoint, the most practical tools, and various indispensable libraries for HPC use cases.

cudf cython dask developer-tools high-performance-computing mpi4py numpy pandas python

Last synced: 23 Feb 2025

https://github.com/hrolive/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 Udacity’s Computer Vision Nanodegree

computer-vision computer-vision-nanodegree deep-learning face-detection image-captioning machine-learning object-detection opencv python slam

Last synced: 23 Feb 2025

https://github.com/hrolive/poland-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.

gpt llama2 llm llm-inference llm-training nemo-guardrails nvidia nvidia-nemo p-tuning prompt-tuning tensorrt triton

Last synced: 20 Apr 2025

https://github.com/hrolive/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.

bert deep-learning gpu-acceleration high-performance-computing large-language-models llm machine-learning natural-language-processing nvidia python transformers transformers-models

Last synced: 10 Apr 2025

https://github.com/hrolive/feedzai-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.

anomaly-detection data-science dataset deep-learning fraud-detection kaggle machine-learning

Last synced: 23 Feb 2025

https://github.com/hrolive/upscaling-ai-worflows

How to use Docker and Singularity containers in conjunction with TensorFlow and Horovod to do distributed training and upscale an AI app.

containers deep-learning docker high-performance-computing horovod machine-learning natural-language-processing notebook singularity tensorflow transfer-learning

Last synced: 23 Feb 2025

https://github.com/hrolive/big-data-analysis-with-hadoop-and-rhadoop

Foundations of “Big Data” 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.

big-data big-data-analytics hadoop hdfs hpc hpc-clusters jupyter mapreduce mpi python r rstudio unix

Last synced: 23 Feb 2025

https://github.com/hrolive/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.

bayesian-inference bayesian-optimization bayesian-statistics deep-learning gaussian-processes hpc jupyter-notebook mcmc notebook pymc3 python statistics variational-autoencoder

Last synced: 23 Feb 2025

https://github.com/hrolive/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.

attention attention-maps convolutional-neural-networks deep-learning explainable-ai lime machine-learning permutation-importance python shap transformer visual-transformers

Last synced: 23 Feb 2025

https://github.com/hrolive/video-artistic-style-transfer

Transfer the style from one or more images (for example, a painting) to a whole video using Pytorch

deep-learning python pytorch style-transfer transfer-learning video

Last synced: 23 Feb 2025

https://github.com/hrolive/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.

high-performance-computing qiskit quantum-computing

Last synced: 23 Feb 2025

https://github.com/hrolive/leetcode-python-solutions

This repository contains my solutions to several LeetCode problems, in Python.

algorithms algorithms-and-data-structures interview-practice leetcode python solutions

Last synced: 23 Feb 2025

https://github.com/hrolive/lip-data-science-school

School with courses on data science currently used in HEP (High Energy Physics) and astroparticle physics

anomaly-detection astronomy astrophysics data-science deep-learning machine-learning python space

Last synced: 23 Feb 2025

https://github.com/hrolive/data-analytics-in-the-era-of-large-scale-machine-learning

Slides and other material for the Cyprus NCC training event about "Data analytics in the era of large-scale machine learning".

cuda deep-learning gpu-acceleration gradient-boosting large-language-models machine-learning preprocessing python pytorch

Last synced: 23 Feb 2025

https://github.com/hrolive/basic-quantum-computing-algorithms-and-their-implementation-in-cirq

A course that includes topics such as an introduction to quantum computing and its applications (e.g., quantum teleportation), quantum entanglement and superposition (shown on Bernstein-Vazirani and Simon's algorithms), Grover's algorithm, the quantum Fourier transform and practical examples of its use (quantum phase estimation, Shor's algorithm).

cirq entanglement grovers-algorithm quantum-computing quantum-fourier-transform quantum-teleportation shor-algorithm simons-algorithm superposition

Last synced: 23 Feb 2025

https://github.com/hrolive/deep-reinforcement-learning-nanodegree

As one of the top 2% students from the 2nd phase of the "PyTorch Scholarship Challenge" by Facebook AI, I have earned a full scholarship to Udacity’s Deep Reinforcement Learning Nanodegree program

control deep-learning deep-reinforcement-learning navigation python reinforcement-learning

Last synced: 23 Feb 2025

https://github.com/hrolive/fundamentals-of-accelerated-computing-with-cuda-python

Explore how to use Numba—the just-in-time, type-specializing Python function compiler—to create and launch CUDA kernels to accelerate Python programs on massively parallel NVIDIA GPUs.

accelerated-computing cuda cuda-programming jit numba nvidia python

Last synced: 31 Mar 2025

https://github.com/hrolive/recommendation-systems-ibm

Analyze the interactions that users have with articles on the IBM Watson Studio platform and make recommendations to them about new articles, using various recommendation engines.

machine-learning natural-language-processing pandas python recomendation-system scikit-learn

Last synced: 23 Feb 2025

https://github.com/hrolive/disaster-response-pipeline

A machine learning pipeline that categorizes disaster related messages so that they can be sent to the appropriate disaster relief agency

flask machine-learning natural-language-processing nltk pandas plotly python scikit-learn sql sqlalchemy

Last synced: 23 Feb 2025

https://github.com/hrolive/facebook-pytorch-scholarship-challenge

PyTorch implementation of a deep learning network to identify 102 different types of flowers, developed for the Facebook PyTorch Scholarship Challenge

computer-vision convolutional-neural-networks deep-learning machine-learning neural-network python pytorch

Last synced: 23 Feb 2025

https://github.com/hrolive/mastering-transformers-from-building-blocks-to-real-world-applications

Training materials and accompanying documentation for "Mastering Transformers: From Building Blocks to Real World Applications" training.

deep-learning deployment hpc machine-learning nlp optimization parallel-computing python pytorch transformer

Last synced: 23 Feb 2025

https://github.com/hrolive/generative-ai-with-diffusion-models

Deep dive on diffusion models, which are a popular choice for text-to-image pipelines, disrupting several industries.

attention clip computer-vision deep-learning diffusion-models embeddings generative-ai jupyter-notebook python text-to-image unet

Last synced: 23 Feb 2025

https://github.com/hrolive/patc-big-data-analytics-bsc

Introduction to the main concepts and technologies related to Big Data and Data Analytics and its applications to real projects.

analytics bias big-data data-analysis hadoop hpc machine-learning mapreduce nosql python spark spark-streaming visualization

Last synced: 23 Feb 2025

https://github.com/hrolive/introduction-to-scalable-deep-learning

In this course, we will cover machine learning and deep learning and how to achieve scaling to high performance computing systems.

deep-learning generative-adversarial-network hpc machine-learning python

Last synced: 23 Feb 2025

https://github.com/hrolive/rapid-application-development-using-large-language-models

Strong understanding and practical knowledge of LLM application development by exploring the open-sourced ecosystem, including pretrained LLMs, that can help you get started quickly developing LLM-based applications.

chatbot huggingface huggingface-transformers langchain large-language-models llama-index llm multimodal nvidia python pytorch transformers

Last synced: 28 Mar 2025

https://github.com/hrolive/computer-vision-for-industrial-inspection

How to create an end-to-end hardware-accelerated industrial inspection pipeline to automate defect detection.

computer-vision dali deep-learning jupyter-notebook nvidia-tao-toolkit pandas pre-training python tensorrt triton-inference-server visual-inspection

Last synced: 23 Feb 2025

https://github.com/hrolive/time-series-forecasting-ikileus

Knowledge of various Time Series Forecasting topics: Long Short-Term Memory (LSTM), Exponential Smoothing, Autoregressive integrated moving average (ARIMA), TBATS, Multivariate Time Series Forecasting, XGboost, N_BEATS, and Prophet.

arima exponential-smoothing jupyter-notebook lstm nbeats prophet python tbats time-series xgboost

Last synced: 23 Feb 2025

https://github.com/hrolive/ml-for-multiple-domains

Sessions covering topics such as MLOps (Machine Learning Operations) concepts, the different phases in MLO, and how to efficiently analyze large social networks using HPC infrastructure.ps processes, identify various levels of MLOps maturity,

hpc mlops python social-network-analysis

Last synced: 23 Feb 2025

https://github.com/hrolive/quantum-computing-course-cern

A practical introduction to quantum computing: from qubits to quantum machine learning and beyond

machine-learning qiskit quantum quantum-computing

Last synced: 23 Feb 2025

https://github.com/hrolive/deep-learning-nanodegree

As one of the top 3% students from the first phase, "PyTorch Scholarship Challenge" by Facebook AI, I have earned a full scholarship to Udacity’s Deep Learning Nanodegree program

api-gateway aws aws-lambda aws-sagemaker computer-vision convolutional-neural-networks deep-learning deployment machine-learning natural-language-processing numpy pandas python pytorch scikit-learn

Last synced: 23 Feb 2025

https://github.com/hrolive/fundamentals-of-accelerated-data-science

How to use GPU-accelerated tools to conduct data science faster, leading to more scalable, reliable, and cost-effective results.

accelerated-computing bokeh cudf cugraph cuml cupy dask data-science jupyter numpy pandas python rapids xgboost

Last synced: 18 Mar 2025

https://github.com/hrolive/quantum-autumn-school-2024

ENCCS joins forces again this year with NordIQuEst, to deliver a three-day quantum autumn school in early December 2024! The quantum autumn school will be held in Stockholm in hybrid form.

hpc python qiskit quantitative-finance quantum quantum-algorithms quantum-chemistry quantum-computing quantum-machine-learning

Last synced: 07 Apr 2025

https://github.com/hrolive/large-language-models-on-supercomputers

Comprehensive exploration of LLMs, including cutting-edge techniques and tools such as parameter-efficient fine-tuning (PEFT), quantization, zero redundancy optimizers (ZeRO), fully sharded data parallelism (FSDP), DeepSpeed, and Huggingface accelerate.

deepspeed evaluation-metrics fsdp high-performance-computing hpc huggingface huggingface-transformers jupyter llm llm-inference llm-training monitoring peft python quantization slurm tokenization transformer unsloth

Last synced: 23 Feb 2025