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Showing: 353 courses
Stanford University

NVIDIA GPU Computing - A Journey from PC Gaming to Deep Learning

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Explore NVIDIA GPU's evolution from gaming to deep learning, covering key architectures and applications in supercomputing, data centers, and autonomous vehicles.
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34 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Trelis Research

Synthetic Data Generation and Fine-tuning for OpenAI GPT-4 or Llama 3

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Dive into an extensive tutorial on synthetic data generation and fine-tuning techniques for large language models like OpenAI GPT-4o and Llama 3. Learn how to create synthetic questions and answers, implement chain of thought reasoning, and augment data…
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42 Lesons
1 hour 18 minutes
On-Demand
Free-Video
Devoxx

Running Open Large Language Models in Production with Ollama and Serverless GPUs

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Explore the deployment of open large language models in production environments using Ollama and serverless GPUs. Learn why companies are increasingly interested in running open models like Gemma and Llama, which offer full control over deployment, model…
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1 Lesons
43 minutes
On-Demand
Free-Video
The Julia Programming Language

Sustainable Development of Stencil-based HPC Applications - JuliaCon 2024

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Explore sustainable HPC application development using Julia packages for stencil-based computations, achieving scalable performance and portability across diverse hardware architectures.
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1 Lesons
11 minutes
On-Demand
Free-Video
The Julia Programming Language

NeuroTree - A Differentiable Tree Operator for Tabular Data

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Explore NeuroTree, a differentiable tree operator for tabular data, addressing traditional tree limitations through simultaneous node learning and built-in ensemble techniques.
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1 Lesons
12 minutes
On-Demand
Free-Video
The Julia Programming Language

Training Llama 2 in Julia - Scaling Large Language Models

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Explore scaling techniques for training large neural networks like Llama2 using Julia, including multi-GPU parallelization and fine-tuning methods for efficient model adaptation.
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1 Lesons
31 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Data Versioning in Generative AI: A Pathway to Cost-Effective ML

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Explore data versioning strategies for Generative AI, focusing on managing large-scale unstructured data and optimizing resource usage in model scoring and API interactions.
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1 Lesons
27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Training LLMs: Lessons from the Trenches

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Discover key insights and challenges in training large language models across hundreds of GPUs, from data handling to resource management.
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1 Lesons
30 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

From Idea to Production: AI Infrastructure for Scaling LLM Applications

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Explore strategies for scaling LLM applications from beta to production, addressing challenges and building adaptable AI infrastructure for evolving models and workflows.
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1 Lesons
38 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Data Versioning in Generative AI - A Pathway to Cost-effective Machine Learning

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Explore data versioning strategies for generative AI, focusing on cost-effective techniques to minimize processing time and API calls while enhancing collaboration and efficient versioning of annotations and embeddings.
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1 Lesons
35 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Scale and Accelerate Distributed Model Training in Kubernetes Clusters

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Orchestrate and accelerate distributed deep learning workloads across multiple GPUs and nodes using Kubernetes, Kubeflow PytorchJob, RDMA, RoCE, and SRIOV for near-linear performance scaling.
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1 Lesons
49 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

MLOps is Just HPC in Disguise - A Real-World, No-Nonsense Guide to Upgrading Your Workflow

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Upgrade your ML workflow with efficient tools and techniques for automating tasks, managing resources, and streamlining production deployment in this practical guide to MLOps.
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1 Lesons
1 hour 27 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Critical Use of MLOps in Finance Using Cloud-Managed ML Services That Scale

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Leverage MLOps to improve quality and consistency of machine learning solutions in finance. Accelerate model experimentation, deployment, and tracking using cloud-managed services for efficient scaling.
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1 Lesons
38 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

WarpDrive: Orders of Magnitude Faster Multi-Agent Deep Reinforcement Learning on a GPU

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Accelerate multi-agent deep reinforcement learning with WarpDrive, an open-source framework enabling end-to-end GPU execution. Explore features like automatic GPU tuning and distributed training for improved efficiency and scalability.
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1 Lesons
56 minutes
On-Demand
Free-Video
Anyscale

Faster Model Serving with Ray and Anyscale - Ray Summit 2024

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Explore Ray Serve's capabilities for distributed model serving and deployment, focusing on Anyscale's solutions for large-scale AI models and the challenges of building AI applications in the era of generative AI.
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1 Lesons
31 minutes
On-Demand
Free-Video

OpenCV DNN

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Learn to deploy neural networks for object detection, depth estimation, and point cloud creation using OpenCV DNN module with Python and C++. Explore GPU acceleration and custom YOLOv5 models.
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11 Lesons
3 hours 30 minutes
On-Demand
Free-Video

Pytorch Tutorial

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Learn PyTorch fundamentals, from installation to advanced applications. Master tensors, backpropagation, and deep learning techniques for real-world data science projects.
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6 Lesons
3 hours 30 minutes
On-Demand
Free-Video
The Julia Programming Language

Julia for High-Performance Computing - JuliaCon 2022

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Explore Julia's capabilities for high-performance computing through expert talks on scalability, GPU support, MPI integration, and real-world applications in scientific and engineering domains.
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13 Lesons
2 hours 20 minutes
On-Demand
Free-Video
TensorFlow

Distributed TensorFlow Training - Google I/O 2018

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Learn to scale TensorFlow training across multiple GPUs and machines efficiently. Explore distribution strategies, performance optimization techniques, and practical implementation using Google Cloud.
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23 Lesons
35 minutes
On-Demand
Free-Video
Anyscale

The Evolution of Multi-GPU Inference in vLLM

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Dive into advanced parallelism strategies for distributed LLM inference, exploring tensor, pipeline, and expert parallelism techniques through vLLM's architecture and optimization approaches.
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1 Lesons
31 minutes
On-Demand
Free-Video
The Julia Programming Language

SeismicWaves.jl - Wave Simulation Package for Full Waveform Inversion on Multi-xPUs

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Discover how SeismicWaves.jl enables efficient wave equation solving through finite-difference methods, offering high-performance computing capabilities for both small-scale prototyping and large-scale simulations.
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1 Lesons
20 minutes
On-Demand
Free-Video
The Julia Programming Language

Improving the Life-Cycle of Tensor Algorithm Development with ITensors

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Explore advanced tensor algorithm development in Julia, focusing on generic programming strategies for efficient computation across CPU, GPU, and QPU architectures using the ITensors framework.
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1 Lesons
31 minutes
On-Demand
Free-Video
The Julia Programming Language

Seamless Transition from Single-core Python to Julia Multi-GPU

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Discover how to transform single-core Python code into scalable Julia applications for GPU supercomputers, with focus on automatic verification and parallel computing optimization.
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1 Lesons
21 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Practice of Building AI Training Clusters Based on Kubernetes and RoCEv2

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探讨基于Kubernetes和RoCEv2构建AI训练集群的实践,包括网络集成、资源调度和任务优化等方面的挑战与解决方案,助力提升AI训练效率。
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1 Lesons
42 minutes
On-Demand
Free-Video
QCHEM LAB at KNU

DFT on Expensive GPU-based Supercomputer

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Explore advanced density functional theory computations using high-performance GPU supercomputers for cutting-edge quantum chemistry research.
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1 Lesons
25 minutes
On-Demand
Free-Video
The Machine Learning Engineer

AirLLM: Inferencia de LLM de 70 Billones de Parámetros en GPU de 4GB - Español

0 rewiews
Aprende a realizar inferencia con un LLM de 70 billones de parámetros en una GPU doméstica de 4GB usando AirLLM. Explora técnicas avanzadas de machine learning y optimización de recursos.
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1 Lesons
23 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Acelere su Código Python con Numba y Cupy

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Acelera tu código Python utilizando Numba y Cupy: compila y mueve a la GPU para optimizar el rendimiento en machine learning y ciencia de datos.
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1 Lesons
20 minutes
On-Demand
Free-Video
The Machine Learning Engineer

Rapids Machine Learning Training y Feature Engineering en tu GPU con CuML y CuDF

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Acelera el entrenamiento de modelos y la ingeniería de características utilizando GPU con CuML y CuDF para optimizar tus flujos de trabajo de aprendizaje automático.
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1 Lesons
47 minutes
On-Demand
Free-Video
Nvidia

Creating Intelligent Machines with the Isaac SDK - NVIDIA Webinar

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Learn to program, simulate, and deploy robotic applications using NVIDIA's Isaac SDK. Covers codelets, compute-graphs, simulation testing, and Jetson deployment, with hands-on examples and Q&A.
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28 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Inside Livermore Lab

MFEM Workshop 2023 - Recent Developments in Modular Finite Element Methods

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Explore recent advancements in MFEM, including GPU optimizations, new mini-apps, and integrations with scientific software libraries for high-order finite element calculations.
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1 Lesons
28 minutes
On-Demand
Free-Video
BSidesLV

Passwords 101 - History, Cracking Techniques, and Defenses

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Explore password hashing history, cracking techniques, and defenses. Learn about tools, wordlists, custom rules, and CPU vs GPU tradeoffs in this comprehensive overview of password security.
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1 Lesons
41 minutes
On-Demand
Free-Video
ADC - Audio Developer Conference

Accelerated Audio Computing: From Problem to Solution

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Explore accelerated audio computing advancements: technology progress, use cases, SDK vision, and industry standards. Engage in shaping the future of GPU-powered audio processing.
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1 Lesons
41 minutes
On-Demand
Free-Video
OffensiveCon

Password Cracking: Past, Present, Future - Keynote

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Explore the evolution and future of password cracking techniques with insights from a renowned security expert. Gain valuable knowledge on cybersecurity challenges and solutions.
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1 Lesons
1 hour 12 minutes
On-Demand
Free-Video
Inside Livermore Lab

The Netgen/NGSolve Finite Element Software - Overview and Applications

0 rewiews
Explore Netgen/NGSolve finite element software: overview, Python scripting, teaching applications, and recent developments in matrix-valued elements, GPU utilization, and time-dependent problems.
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12 Lesons
1 hour 29 minutes
On-Demand
Free-Video
Inside Livermore Lab

The State of MFEM - Workshop 2022

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Explore MFEM's high-order mathematical calculations for scientific simulations, including key capabilities, examples, and future plans. Learn about the project's growth and recent software release.
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10 Lesons
16 minutes
On-Demand
Free-Video
Inside Livermore Lab

Palace: Parallel Large-scale Computational Electromagnetics - MFEM Workshop 2023

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Explore Palace, a parallel finite element code for full-wave electromagnetics simulations, and its capabilities for large-scale 3D modeling in quantum computing hardware design.
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1 Lesons
22 minutes
On-Demand
Free-Video
Inside Livermore Lab

The State of MFEM - Workshop 2023

0 rewiews
Explore MFEM's key capabilities, recent developments, and future directions in high-order finite element methods for scientific simulations.
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1 Lesons
24 minutes
On-Demand
Free-Video
Inside Livermore Lab

Recent Developments in MFEM - Workshop 2022

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Explore recent developments in MFEM, including sub-mesh extraction, GPU-based calculations, and integrations with scientific software libraries for high-order finite element simulations.
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9 Lesons
28 minutes
On-Demand
Free-Video
Databricks

Advancing GPU Analytics with RAPIDS Accelerator for Apache Spark and Alluxio

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Learn to accelerate GPU analytics using RAPIDS for Apache Spark and Alluxio, enabling faster data access and processing for AI and analytics workloads across any cloud environment.
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15 Lesons
27 minutes
On-Demand
Free-Video
Databricks

A Collaborative Data Science Development Workflow Using Kedro and MLflow

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Explore a collaborative data science workflow using Kedro pipelines, MLflow tracking, and cloud-agnostic GPU containers for efficient model development, training, and production deployment.
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13 Lesons
24 minutes
On-Demand
Free-Video
Databricks

Accelerating Apache Spark with GPUs Using RAPIDS

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Explore GPU acceleration for data science with RAPIDS, offering significant performance gains over CPU-only solutions. Learn its functionality, architecture, and integration with Apache Spark for large-scale computation.
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10 Lesons
36 minutes
On-Demand
Free-Video
Docker

Depend Upon Docker for AI

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Explore Docker's role in Data Science, Machine Learning, and AI, including GPU processing techniques and Industrial AI demos, presented by experts from Baker Hughes.
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1 Lesons
25 minutes
On-Demand
Free-Video
The ASF

Inference at Scale with Apache Beam

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Learn to deploy and scale machine learning models efficiently using Apache Beam for distributed inference on CPUs and GPUs, with practical insights on parallelizing workloads.
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1 Lesons
34 minutes
On-Demand
Free-Video
Toronto Machine Learning Series (TMLS)

Reaching Lightspeed Data Science - ETL, ML, and Graph with NVIDIA RAPIDS

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Accelerate data science workflows using GPUs and RAPIDS. Learn performance gains, easy migration, and new possibilities in ETL, ML, and graph analytics.
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1 Lesons
1 hour 19 minutes
On-Demand
Free-Video
Jeff Heaton

Kaggle Notebooks - Introduction to Cloud-Based Data Science Platforms

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Explore Kaggle notebooks for seamless data access, free GPU usage, and efficient machine learning model development without complex local setups.
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1 Lesons
13 minutes
On-Demand
Free-Video
Labroots

A Spatially-Resolved Transcriptional Atlas of the Murine Dorsal Pontine Tegmentum

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Explore a groundbreaking transcriptional atlas of the murine dorsal pontine tegmentum using snRNA-seq and MERFISH, with interactive visualization for real-time data analysis and insights.
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1 Lesons
40 minutes
On-Demand
Free-Video
Computational Genomics Summer Institute CGSI

Acceleration of Bioinformatics Workloads Through Hardware-Algorithm Co-Design and Processing-in-Memory Technologies

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Explore hardware-algorithm co-design and processing-in-memory technologies for accelerating bioinformatics workloads, focusing on genomic sequence analysis and mapping techniques.
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1 Lesons
31 minutes
On-Demand
Free-Video
PyCon US

NetworkX is Fast Now - Graph Analytics Unleashed

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Discover NetworkX's power for graph analytics, from beginner-friendly API to accelerated backends. Learn to extract insights from data using advanced tools for scalable graph analysis.
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1 Lesons
28 minutes
On-Demand
Free-Video
PyCon US

NetworkX is Fast Now - Graph Analytics Unleashed

0 rewiews
Discover NetworkX's power for graph analytics, from beginner-friendly API to accelerated backends. Learn to extract insights from data using advanced tools for scalable graph analysis.
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1 Lesons
28 minutes
On-Demand
Free-Video
Simulation Lab

TyFlow Tutorial - CUDA Cloth Bubbles + Project Files

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Explore 3ds Max's TyFlow CUDA cloth features to simulate precise cloth collisions, creating glass bulbs with procedural bubbles for visually satisfying results.
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1 Lesons
35 minutes
On-Demand
Free-Video
The Julia Programming Language

A Fast and Flexible CFD Solver with Heterogeneous Execution - JuliaCon 2024

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Explore WaterLily.jl: a fast, flexible CFD solver for CPUs and GPUs. Learn about its meta-programming approach, performance, and potential for ML integration and differentiability.
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1 Lesons
22 minutes
On-Demand
Free-Video
Center For Computational Relativity and Gravitation

CarpetX and the Future of the Einstein Toolkit

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Explore CarpetX and its impact on the Einstein Toolkit's future in computational relativity and gravitation research with Erik Schnetter.
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1 Lesons
36 minutes
On-Demand
Free-Video
SNIAVideo

Pushing Infrastructure Boundaries: Memory Requirements in AI Data Centers

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Explore how AI applications are transforming hyperscale data centers, focusing on memory innovations and infrastructure adaptations needed for GPU-centric computing environments.
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1 Lesons
20 minutes
On-Demand
Free-Video
OpenInfra Foundation

Innovating the Korea Meteorological Administration with OpenStack and Kubernetes

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Discover how South Korea's weather services leverage OpenStack and Kubernetes to process real-time meteorological data, featuring a scalable cloud infrastructure managing 30,000 vCPUs and 7PB storage across two sites.
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1 Lesons
31 minutes
On-Demand
Free-Video
OpenInfra Foundation

Better Sharing of AI Accelerators in OpenStack with Blazar Reservations

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Discover how Blazar enhances GPU resource sharing in OpenStack environments through advanced reservation capabilities, optimizing AI workload management and infrastructure utilization.
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1 Lesons
47 minutes
On-Demand
Free-Video
Discover AI

Cloud GPU Providers Comparison - From H100 to RTX 4090

0 rewiews
Explore 8 cloud GPU providers offering various options from RTX 3060 to H100 GPUs, comparing features and pricing for machine learning and LLM fine-tuning projects.
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6 Lesons
13 minutes
On-Demand
Free-Video
Hussein Nasser

Meet MySQL RAPID - Distributed, In-Memory, Columnar, Query Processing Engine by ORACLE

0 rewiews
Explore MySQL RAPID: Oracle's distributed, in-memory columnar engine for OLAP & OLTP workloads. Learn its architecture, data loading, and how it revolutionizes data warehousing and ETL processes.
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7 Lesons
20 minutes
On-Demand
Free-Video
Oracle

Building a High Performance Network in the Public Cloud Using RDMA - First Principles

0 rewiews
Explore Oracle Cloud Infrastructure's high-performance networking using RDMA, covering challenges, optimizations, and unique features for low-latency workloads in public cloud environments.
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20 Lesons
40 minutes
On-Demand
Free-Video
Linux Foundation

CUTLASS: A CUDA C++ Template Library for Accelerating Deep Learning Computations

0 rewiews
Explore CUTLASS, an open-source CUDA C++ template library for optimizing deep learning computations on NVIDIA GPUs. Learn to develop high-performance custom kernels using Tensor Core programming.
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1 Lesons
35 minutes
On-Demand
Free-Video
Java

TornadoVM: Heterogeneous Programming Framework for Java

0 rewiews
Explore TornadoVM, a Java framework for heterogeneous computing on CPUs, GPUs, and FPGAs. Learn its API, compiler, and runtime system for optimized performance across diverse hardware.
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14 Lesons
41 minutes
On-Demand
Free-Video
Java

Data Parallel Programming - Concepts and Challenges in Java

0 rewiews
Explore data parallel computing techniques, array operations, and Java VM virtualization. Learn about multi-threading challenges, data partitioning strategies, and GPU thread concepts.
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26 Lesons
51 minutes
On-Demand
Free-Video
Nvidia

CUDA Toolkit 12.2 - New Accelerated Computing and Security Enhancements

0 rewiews
Explore CUDA 12.2's new features: Hopper GPU support, confidential computing, heterogeneous memory management, and MPS prioritization enhancements for efficient, secure, and accelerated application development.
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7 Lesons
1 hour 7 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Confidential Containers for GPU Compute - Incorporating LLMs in AI Lift-and-Shift Strategy

0 rewiews
Explore confidential containers for GPU-accelerated AI, integrating LLMs and Kubernetes for secure, high-performance computing while maintaining data privacy in cloud-native environments.
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1 Lesons
32 minutes
On-Demand
Free-Video
USENIX

Overcoming Challenges in Serving Large Language Models - SREcon23 Europe/Middle East/Africa

0 rewiews
Explore hosting GPT models in Kubernetes, covering GPU sharding, tensor parallelism, and model optimization. Learn trade-offs between latency, accuracy, and resource allocation, with a live demo showcasing performance.
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1 Lesons
31 minutes
On-Demand
Free-Video
GDC

From Battlegrounds to Fairways - Terrain Procedural Tools in Frostbite

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Explore Frostbite's innovative terrain procedural framework, enabling efficient creation of diverse game environments through automated workflows and GPU-based compositing for faster artist iteration.
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1 Lesons
1 hour 2 minutes
On-Demand
Free-Video
Anyscale

Ray on Kubernetes - Powering Quantitative Research at Scale

0 rewiews
Discover how Ray on Kubernetes revolutionizes quantitative research with scalable infrastructure supporting 100,000 CPU cores, spot instances, and seamless GPU integration for high-performance trading operations.
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1 Lesons
13 minutes
On-Demand
Free-Video
OpenInfra Foundation

Kata Containers 4.0 - Full Lifecycle GPU Management for AI/ML Workloads

0 rewiews
Discover how Kata Containers 4.0 revolutionizes GPU management for AI/ML workloads through CDI framework integration, enhanced security features, and streamlined resource allocation in Kubernetes environments.
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1 Lesons
34 minutes
On-Demand
Free-Video
X.Org Foundation

Improving the World's Slowest Raytracer - RADV Implementation Progress

0 rewiews
Dive into the evolution of RADV's raytracing implementation, exploring performance improvements, compatibility expansions, and current capabilities in Mesa 23.2's graphics rendering system.
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1 Lesons
31 minutes
On-Demand
Free-Video
OpenInfra Foundation

Multi-Instance GPU Deployment for Machine Learning and Particle Beam Simulations at CERN

0 rewiews
Explore CERN's implementation of Multi Instance GPU technology using NVIDIA A100s, covering deployment strategies, virtualization approaches, and practical applications in machine learning and particle physics.
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17 Lesons
28 minutes
On-Demand
Free-Video
OpenInfra Foundation

Sokovan - Container Orchestrator for Accelerated AI/ML Workloads and Massive Scale GPU Computing

0 rewiews
Discover how Sokovan optimizes AI/ML workloads through intelligent container orchestration, featuring dual-layer scheduling and hardware acceleration integration for enhanced GPU computing performance.
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1 Lesons
28 minutes
On-Demand
Free-Video
SNIAVideo

Data Platform for End-to-End AI Democratization

0 rewiews
Explore how data platforms enable AI democratization through unified processing and training architectures, improving efficiency for recommender systems and deep learning workloads.
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1 Lesons
47 minutes
On-Demand
Free-Video
SNIAVideo

Storage Requirements for AI Infrastructure - From Data Preparation to Inference

0 rewiews
Delve into the crucial role of storage systems across the AI lifecycle, from data preparation to inference, exploring performance requirements and infrastructure considerations for optimal GPU utilization.
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1 Lesons
19 minutes
On-Demand
Free-Video
Data Science Conference

Demolishing AI Gatekeepers - Breaking Down Barriers in AI Development

0 rewiews
Explore how Web3 and decentralization can break Big Tech's monopoly on AI development by democratizing access to training data and GPU resources for unrestricted innovation.
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1 Lesons
18 minutes
On-Demand
Free-Video
Software Engineering Courses - SE Courses

Stable Diffusion 3.5 Large Tutorial - Configuration Guide and FLUX DEV Comparison

0 rewiews
Master the optimal configuration and usage of Stable Diffusion 3.5 Large and FLUX DEV through SwarmUI, including model comparisons, LoRA implementation, and deployment across various computing platforms.
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20 Lesons
36 minutes
On-Demand
Free-Video
X.Org Foundation

Rusticl OpenCL Implementation Status Update 2023

0 rewiews
Discover the latest developments and implementations in Rusticl, exploring project updates and future outlook for this OpenCL implementation in Rust.
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1 Lesons
14 minutes
On-Demand
Free-Video
Discover AI

Mixture of Experts (MoE) in Large Language Models - A Simple Guide

0 rewiews
Delve into the architecture and functionality of Mixture of Experts (MoE) systems in language models through clear examples and technical insights about token routing, gating networks, and computational efficiency.
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1 Lesons
23 minutes
On-Demand
Free-Video
Discover AI

Mistral 7B: Architecture, Performance and Implementation Guide

0 rewiews
Dive into Mistral 7B's implementation, exploring grouped-query attention, efficient GPU usage, and hands-on demonstrations for running advanced language models on local hardware.
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1 Lesons
42 minutes
On-Demand
Free-Video
SNIAVideo

Storage Architecture Optimized for AI Workloads - High Performance Solutions for GPU Clusters

0 rewiews
Discover how to optimize storage architecture for AI workloads, exploring high-performance solutions, capacity-optimized tiers, and real-world implementations for machine vision applications.
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1 Lesons
21 minutes
On-Demand
Free-Video
AI Bites

QLoRA: Efficient Training of Large Language Models Using Quantization and Low-Rank Adaptation

0 rewiews
Discover how QLoRA enables efficient training of large language models on a single GPU through innovative techniques like NormalFloat, Double Quantization, and Paged Optimizers.
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10 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

Fine-tuning Flan-T5 LLM with HuggingFace Accelerate - Tutorial

0 rewiews
Learn how to fine-tune Flan-T5 LLM using HuggingFace Accelerate for multi-GPU environments, with step-by-step guidance on preprocessing and implementation for specific downstream tasks.
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8 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

Fine-tune T5 Language Model for Text Summarization on Google Colab

0 rewiews
Master fine-tuning techniques for T5 language models using HuggingFace's latest code, focusing on text summarization tasks with hands-on implementation in Google Colab's free GPU environment.
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1 Lesons
15 minutes
On-Demand
Free-Video
Discover AI

ChatGPT vs Flan-T5: Comparing Proprietary and Free LLMs with Performance Tuning

0 rewiews
Explore the differences between ChatGPT and Flan-T5 LLM models, comparing their capabilities, accessibility, and performance optimization through practical demonstrations and hyperparameter tuning techniques.
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1 Lesons
12 minutes
On-Demand
Free-Video
Discover AI

Running BLOOM 176B LLM Inference with AWS ML and DeepSpeed

0 rewiews
Dive into advanced LLM inference deployment using AWS's ml.p4de.24xlarge instance, exploring BLOOM 176B implementation with DeepSpeed and DJL for optimal performance and scalability.
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4 Lesons
27 minutes
On-Demand
Free-Video
Discover AI

Optimizing LLM Fine-Tuning with PEFT and LoRA Adapter-Tuning for GPU Performance

0 rewiews
Master efficient fine-tuning of large language models using PEFT and LoRA techniques, optimizing GPU memory usage through INT8 quantization and adapter-tuning for cost-effective model development.
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15 Lesons
35 minutes
On-Demand
Free-Video
Discover AI

Parameter-Efficient Fine-Tuning with LoRA - Optimizing LLMs for Local GPU Training

0 rewiews
Master PEFT LoRA techniques to efficiently fine-tune large language models on local GPUs through low-rank adaptation, reducing memory requirements while maintaining model performance.
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17 Lesons
41 minutes
On-Demand
Free-Video
Discover AI

Experimental KERAS Feature Space for Medical AI Heart Attack Prediction

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Dive into advanced feature scaling with KERAS Feature Space, building a medical AI system to predict heart attack probabilities using structured data classification and optimized data pipelines.
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6 Lesons
36 minutes
On-Demand
Free-Video
The Full Stack

Infrastructure and Tooling - Full Stack Deep Learning - March 2019

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Explore infrastructure and tooling for deep learning projects, covering GPU machines, experiment tracking, and all-in-one solutions like AWS SageMaker.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Efficient AutoML with Ludwig, Ray, and Nodeless Kubernetes

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Explore efficient AutoML using Ludwig and Ray, leveraging heuristics for model production. Learn how Nodeless Kubernetes optimizes GPU resource management, reducing costs in cloud environments.
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1 Lesons
28 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Kueue: Kubernetes-Native Job Queueing for Batch Workloads

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Explore Kueue, a Kubernetes-native job queueing solution for efficient resource management and fair sharing in batch workloads, addressing limitations in pod-centric scheduling.
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36 Lesons
35 minutes
On-Demand
Free-Video
TensorFlow

TensorFlow Lite in Android with Google Play Services

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Explore TensorFlow Lite integration in Android using Google Play services, enabling efficient ML model deployment, reduced app size, and improved performance without static library bundling.
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17 Lesons
46 minutes
On-Demand
Free-Video
Venelin Valkov

Build a Neural Network with Python Tutorial - Deep Learning with PyTorch

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Learn to build, train, and evaluate a neural network for weather prediction using PyTorch. Covers data preprocessing, model architecture, GPU acceleration, and practical applications.
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9 Lesons
58 minutes
On-Demand
Free-Video
Prodramp

AI Workshop - Build Your Own Text-to-Image Application with DALL-E Mini in Python from Scratch

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Learn to build a text-to-image application using DALL-E mini in Python. Covers model setup, code implementation, and result generation, providing hands-on experience with AI-driven image creation.
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23 Lesons
40 minutes
On-Demand
Free-Video
1littlecoder

Stable Diffusion 2.0 Fine-Tuning with DreamBooth on Free Colab

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Fine-tune Stable Diffusion 2.0 with DreamBooth on free Google Colab. Create custom AI avatars and profile pictures. Learn data collection, processing, model training, inference, and conversion for Automatic1111 compatibility.
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1 Lesons
28 minutes
On-Demand
Free-Video
Java

GPU/JVM Cooperation - Optimizing Java Performance with GPU Integration

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Explore GPU/JVM cooperation, optimization techniques, and performance enhancements for Java applications leveraging GPU capabilities.
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8 Lesons
40 minutes
On-Demand
Free-Video
Java

Reduction on GPUs

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Explore GPU reduction techniques with Eric Caspole, enhancing your understanding of parallel computing and optimizing performance in GPU-based applications.
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1 Lesons
31 minutes
On-Demand
Free-Video
Java

Project Sumatra - GPU Acceleration for Java

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Explore GPU workloads, AMD's Accelerated Processing Unit, and the Sumatra prototype for Java optimization using Stream API and HSAIL technologies.
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8 Lesons
33 minutes
On-Demand
Free-Video
Simulation Lab

GTC 2017: GPU Computing for the Construction Industry - AR/VR for Learning Planning and Safety

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Explore AR/VR applications in construction for enhanced learning, planning, and safety practices, presented by Gilbane Building Company experts at NVIDIA's 2017 conference.
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1 Lesons
21 minutes
On-Demand
Free-Video
Yannic Kilcher

Processing Megapixel Images with Deep Attention-Sampling Models

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Explore a novel deep learning approach for efficiently processing high-resolution images by selectively focusing on informative regions, reducing computational costs while maintaining accuracy.
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1 Lesons
17 minutes
On-Demand
Free-Video
Open Data Science

RAPIDS - The Platform Inside and Outside - Joshua Patterson - ODSC East 2019

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Accelerating data science with GPUs using RAPIDS: open-source libraries for GPU-powered data manipulation, machine learning, and graph analytics, scaling across multiple GPUs and integrating with existing Python ecosystems.
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38 Lesons
35 minutes
On-Demand
Free-Video
Databricks

Taking Deep Learning to Production with MLflow and RedisAI

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Explore MLflow and RedisAI integration for efficient deep learning model deployment, featuring multi-framework support, auto-batching, and DAGing capabilities in a reliable runtime environment.
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12 Lesons
30 minutes
On-Demand
Free-Video