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Showing: 571 courses
NPTEL

Big Data Computing

13 rewiews
Comprehensive exploration of big data technologies, covering Hadoop, Spark, key-value stores, streaming analytics, machine learning, and graph processing for large-scale data analysis and insights.
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35 Lesons
19 hours
On-Demand
Free-Video
Harvard University

Algorithms for Big Data

6 rewiews
Explore advanced algorithmic techniques for handling massive datasets, enhancing your ability to process and analyze big data efficiently.
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25 Lesons
1 day 10 hours
On-Demand
Free-Video
NPTEL

Cloud Computing

6 rewiews
This course will introduce various aspects of cloud computing, including fundamentals, management issues, security challenges and future research trends. This will help students (both UG and PG levels) and researchers to use and explore the cloud computi…
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42 Lesons
21 hours
On-Demand
Free-Video
Great Learning

Hadoop Tutorial for Beginners - Big Data Hadoop Tutorial

1 rewiews
IT mavens like Google, Amazon and IBM as well as growing start-ups are always in search of Big Data experts. So we have come up with a tutorial on Apache Hadoop to help you get started on your Data Analytics path!
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17 Lesons
4 hours 13 minutes
On-Demand
Free-Video
Great Learning

Hive Tutorial - Hive Architecture - Hadoop for Beginners - Big Data for Beginners

1 rewiews
Comprehensive tutorial on Apache Hive, covering its architecture, SQL-like querying, and integration with Hadoop for efficient big data processing and analysis.
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5 Lesons
4 hours 12 minutes
On-Demand
Free-Video
Stanford University

Tiny Functions for Codecs, Compilation, and - Maybe - Soon Everything

0 rewiews
Exploring the potential of tiny, pure functions in improving network systems, video codecs, and cloud computing, with real-world examples and future applications.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Stanford University

Stanford Seminar - The Time-Less Datacenter

0 rewiews
Novel event-based protocol for datacenter communication eliminates conventional heartbeats and timeouts, enabling efficient recovery for distributed algorithms at scale and composing into graph-based distributed communications.
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17 Lesons
53 minutes
On-Demand
Free-Video
Stanford University

Stanford Seminar - PyWren - Pushing Microservices to Teraflops

0 rewiews
Explore PyWren, a distributed execution engine simplifying cloud computing for scientists and engineers. Learn about its applications in data science and computational imaging.
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1 Lesons
49 minutes
On-Demand
Free-Video
Santa Fe Institute

Deborah Gordon on Ant Colonies as Distributed Computers

0 rewiews
Exploring ant colonies as dynamic, adaptive systems and their lessons for human society, technology, and problem-solving in uncertain environments.
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11 Lesons
54 minutes
On-Demand
Free-Video
Santa Fe Institute

Programming the Internet - C4 Public Lecture

0 rewiews
Explore the evolution of programming for internet-scale applications, addressing challenges in distributed computing, concurrency, and scalability through innovative methodologies and infrastructure changes.
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42 Lesons
45 minutes
On-Demand
Free-Video
University of Waikato

Advanced Data Mining with Weka

0 rewiews
Explore advanced data mining techniques using Weka, covering time series forecasting, incremental learning, integration with R and Python, and distributed processing for big data analysis.
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31 Lesons
5 hours
On-Demand
Free-Video
MLOps.community

The Daft Distributed Python Data Engine: Multimodal Data Curation at Any Scale

0 rewiews
Explore the Daft distributed Python data engine for multimodal data curation at any scale in this 27-minute talk by Jay Chia. Discover how Daft addresses the fundamental needs of ML/AI data platforms, including terabyte-scale ETL with complex model batch…
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1 Lesons
27 minutes
On-Demand
Free-Video
Anyscale

Optimized AI Workloads on Anyscale with RayTurbo

0 rewiews
Discover how Ray optimizes AI workloads across diverse computing environments in this 40-minute conference talk. Explore Ray's evolution from a 2016 research project to a widely adopted framework used by leading AI organizations. Learn about Anyscale's A…
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1 Lesons
40 minutes
On-Demand
Free-Video
The Julia Programming Language

Efficient, Composable Solver for Non-Equilibrium Flows - JuliaCon 2024

0 rewiews
Explore an adaptive mesh refinement solver for non-equilibrium flows, balancing efficiency and accuracy in complex fluid dynamics simulations using Julia's powerful ecosystem.
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1 Lesons
10 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

The AI Captain: A Study of Machine Learning at the Edge

0 rewiews
Explore the Mayflower project's AI breakthroughs and edge computing applications in maritime technology. Gain insights into cutting-edge AI implementation for autonomous navigation.
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1 Lesons
43 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

PANAMA: In-Network Aggregation for Shared Machine Learning Clusters

0 rewiews
Explore PANAMA, a novel in-network aggregation framework for distributed ML training, enhancing performance and resource sharing in shared clusters.
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1 Lesons
31 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Training LLMs: Lessons from the Trenches

0 rewiews
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

Unlock the Power of MLFlow with Multi-Cloud Compute Infrastructure

0 rewiews
Harness MLFlow's potential using multi-cloud compute infrastructure. Learn integration techniques, architectural considerations, and scaling strategies for effective ML training and deployment across clouds.
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1 Lesons
26 minutes
On-Demand
Free-Video
Devoxx

Exo: Run Your Own AI Cluster at Home

0 rewiews
Créez un cluster IA domestique avec exo, unifiant la puissance de calcul de vos appareils pour exécuter des modèles sophistiqués sans matériel coûteux.
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1 Lesons
26 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Parallelizing Your ETL with Dask on Kubeflow

0 rewiews
Leverage Dask's parallelism capabilities on Kubeflow for advanced ETL processing. Learn to use the Dask Operator to optimize resource utilization in interactive Jupyter sessions and pipeline workflows.
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1 Lesons
1 hour 48 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Shopify's Machine Learning Platform Journey: Building Merlin with Open Source Tools

0 rewiews
Explore Shopify's journey in building Merlin, an open-source ML platform. Gain insights into the architecture, technologies, and tools used to scale machine learning work effectively.
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28 Lesons
48 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Scale and Accelerate Distributed Model Training in Kubernetes Clusters

0 rewiews
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

Shopify's Machine Learning Platform Journey: Building Merlin with Open Source Tools

0 rewiews
Explore Shopify's journey in building Merlin, an open-source ML platform. Gain insights into the architecture, technologies, and tools used to scale machine learning work effectively.
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28 Lesons
48 minutes
On-Demand
Free-Video
MLOps World: Machine Learning in Production

Introduction to Model Deployment with Ray Serve

0 rewiews
Learn to deploy ML models using Ray Serve. Explore Ray Core APIs, create scalable architectures, and integrate with MLflow and FastAPI. Gain hands-on experience in distributed computing and model deployment.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
WestGrid

Best Practices in HPC and HTC Environments

0 rewiews
Discover best practices for optimizing performance in High Performance and High Throughput Computing environments.
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1 Lesons
38 minutes
On-Demand
Free-Video
The Julia Programming Language

Ray.jl - Julia Runtime and Client for the Ray Compute Framework

0 rewiews
Explore Ray.jl, a Julia client for the Ray compute framework. Learn about distributed computing, implementation challenges, and real-world applications in scaling workloads.
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1 Lesons
28 minutes
On-Demand
Free-Video
Anyscale

Anyscale's Governance Suite for Scalable AI Platforms - Ray Summit 2024

0 rewiews
Explore Anyscale's Governance Suite for AI platforms, addressing security, controls, and productivity challenges in the era of Generative AI. Gain insights into sustainable AI practices for modern enterprises.
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1 Lesons
25 minutes
On-Demand
Free-Video
Anyscale

Roblox's Journey to Supporting Multimodality on vLLM - Ray Summit 2024

0 rewiews
Explore Roblox's integration of multimodal language models into vLLM, uncovering technical challenges and insights for developers seeking to enhance their LLM deployments with advanced AI capabilities.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

ByteDance's Platform for Reinforcement Learning from Human Feedback

0 rewiews
Explore ByteDance's journey in building a video data processing pipeline using Ray's ecosystem for creating realistic video generation models from text instructions.
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1 Lesons
32 minutes
On-Demand
Free-Video
Anyscale

Uber's Journey in Building Multi-Modal Foundation Models

0 rewiews
Dive into Uber's approach to developing in-house multi-modal foundation models, optimizing earner onboarding and screening processes globally using Ray for distributed training and deployment.
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1 Lesons
35 minutes
On-Demand
Free-Video
Anyscale

Klaviyo's Journey to Robust Model Serving with Ray Serve

0 rewiews
Explore Klaviyo's journey in building DART, a model serving platform using Ray Serve. Gain insights into architecture, deployment strategies, and practical advice for implementing Ray Serve in your own projects.
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1 Lesons
31 minutes
On-Demand
Free-Video
Anyscale

Faster Model Serving with Ray and Anyscale - Ray Summit 2024

0 rewiews
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
Anyscale

Fine-Tuning Large Language Models at Scale - Workday's Approach

0 rewiews
Dive into Workday's innovative approach to fine-tuning LLMs securely in a multi-tenant environment, addressing GPU scarcity and data access controls using PEFT techniques and KubeRay's autoscaling capabilities.
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1 Lesons
31 minutes
On-Demand
Free-Video
Anyscale

Scaling Inference Deployments with NVIDIA Triton Inference Server and Ray Serve

0 rewiews
Explore the integration of Ray Serve and NVIDIA Triton Inference Server for enhanced ML model performance and scalability. Learn to optimize inference deployments using advanced tools and a new Python API.
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1 Lesons
32 minutes
On-Demand
Free-Video
Anyscale

Handshake's Approach to Content Tagging with vLLM and Anyscale

0 rewiews
Explore Handshake's journey in implementing vLLM-based content tagging using Anyscale, enhancing job feed performance and addressing growing LLM requirements through innovative internal tools and methodologies.
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1 Lesons
24 minutes
On-Demand
Free-Video
Anyscale

The State of vLLM - Advancements in LLM Inference and Serving

0 rewiews
Explore the latest advancements in vLLM, the open-source LLM inference engine. Gain insights into its growing adoption, new features, performance improvements, and future roadmap for efficient LLM deployment.
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1 Lesons
35 minutes
On-Demand
Free-Video
Anyscale

Accelerated LLM Inference with Anyscale - Ray Summit 2024

0 rewiews
Dive into Anyscale's latest LLM enterprise features and open-source contributions. Explore advancements in vLLM, including FP8 support and speculative decoding, doubling throughput and latency efficiency for improved inference performance.
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1 Lesons
30 minutes
On-Demand
Free-Video
Anyscale

Building Scalable AI Agents with Ray

0 rewiews
Explore Ragent, a framework for scalable AI agents built on Ray's distributed computing capabilities. Learn about its key features and integration with popular tools for developing production-ready agent applications.
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1 Lesons
29 minutes
On-Demand
Free-Video
Anyscale

Anyscale's Vision and Ray AI Compute Engine - Future of AI Scaling

0 rewiews
Discover Anyscale's vision for AI scaling with Ray, the AI Compute Engine. Explore cutting-edge solutions tackling AI workload management challenges, from compiled graphs to advanced governance suites.
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13 Lesons
1 hour 1 minute
On-Demand
Free-Video
Anyscale

Transforming the Physical World with AI - Samsara's Journey in Fleet Management Technology

0 rewiews
Explore how Samsara leverages Ray and Anyscale to revolutionize AI in fleet management. Discover the impact of AI across their entire pipeline, from training to deployment, and its transformative effects on physical operations.
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1 Lesons
20 minutes
On-Demand
Free-Video
Acadgild

Hadoop Tutorials

0 rewiews
Learn Big Data and Hadoop essentials, including HDFS, MapReduce, YARN, Hive, and HBase. Explore career paths, architecture, and practical problem-solving in Hadoop ecosystems.
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16 Lesons
19 hours
On-Demand
Free-Video
Acadgild

Hadoop Tutorials for Beginners

0 rewiews
Comprehensive introduction to Big Data technologies, covering HDFS, MapReduce, Hive, Pig, Spark, NoSQL, HBase, Sqoop, Flume, and Kafka. Ideal for beginners seeking a solid foundation in Hadoop ecosystem.
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12 Lesons
3 hours 30 minutes
On-Demand
Free-Video
Learning Journal

Hadoop Tutorials

0 rewiews
Simplified approach to Hadoop ecosystem: architecture, HDFS, MapReduce, YARN, security, and practical examples. Includes Google Cloud integration for hands-on experience.
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17 Lesons
2 hours 30 minutes
On-Demand
Free-Video
Microsoft

Microservices Made Easy with Dapr - Ask the Expert

0 rewiews
Explore Dapr's distributed application runtime for simplified microservices development. Learn installation, building blocks, language support, and future roadmap. Ideal for developers seeking efficient cloud-native solutions.
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13 Lesons
30 minutes
On-Demand
Free-Video
Microsoft

Scaling ML Workloads with PyTorch

0 rewiews
Explore techniques for scaling machine learning workloads with PyTorch, including distributed training, memory optimization, and profiling tools for large-scale model development.
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44 Lesons
38 minutes
On-Demand
Free-Video
The Julia Programming Language

Easy and Featureful Parallelism with Dagger.jl - JuliaCon 2021

0 rewiews
Explore advanced parallelism in Julia with Dagger.jl, offering GPU execution, fault tolerance, and efficient resource utilization. Learn through practical examples and discover its powerful features.
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16 Lesons
28 minutes
On-Demand
Free-Video
The Julia Programming Language

Multi-threading in Julia with PARTR - JuliaCon 2019

0 rewiews
Explore multi-threading in Julia with PARTR, covering old and new features, future developments, and practical examples. Includes performance comparisons and Q&A on threading models and implementation details.
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22 Lesons
26 minutes
On-Demand
Free-Video
TensorFlow

Distributed TensorFlow Training - Google I/O 2018

0 rewiews
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

Scaling AI at Autodesk with Ray and Metaflow

0 rewiews
Explore a 15-minute conference talk from Ray Summit 2024 where Thomas Gale and Peter Meltzer from Autodesk, alongside Savin Goyal from Outerbounds, demonstrate how Autodesk leverages Ray and Metaflow for large-scale 3D generative AI operations. Learn abo…
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1 Lesons
15 minutes
On-Demand
Free-Video
Anyscale

Scaling Ray to 10,000 NPUs - Huawei's Hyperscale Journey

0 rewiews
Dive into Huawei's groundbreaking journey of integrating 10,000 Ascend NPUs with Ray, exploring technical innovations, observability solutions, and strategies for hyperscale AI infrastructure deployment.
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1 Lesons
20 minutes
On-Demand
Free-Video
Anyscale

Evolving Ray Core - Scalability, Reliability, and Compiled Graphs

0 rewiews
Discover the latest advancements in Ray Core's architecture, including streaming generators, weekly releases, and the new Compiled Graphs backend for enhanced performance in accelerator-driven computing environments.
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1 Lesons
37 minutes
On-Demand
Free-Video
Anyscale

How the AI Institute is Revolutionizing Robotics Machine Learning Training

0 rewiews
Discover how Boston Dynamics AI Institute revolutionizes robotics ML with an innovative training platform that integrates multimodal data, extensive simulations, and scalable infrastructure using Ray.
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1 Lesons
35 minutes
On-Demand
Free-Video
Anyscale

Dynamic Scheduling for Large Language Model Serving

0 rewiews
Discover how Llumnix optimizes large language model serving through dynamic request scheduling, cross-instance defragmentation, and innovative KV cache migration techniques for improved performance.
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1 Lesons
32 minutes
On-Demand
Free-Video
Anyscale

Scaling Ray Train to 10,000 Kubernetes Nodes on GKE

0 rewiews
Discover how to scale distributed machine learning workloads across 10,000 Kubernetes nodes using Ray Train and GKE, featuring architectural insights and practical solutions for massive AI model training.
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1 Lesons
35 minutes
On-Demand
Free-Video
Anyscale

How Roblox Scaled Machine Learning by Leveraging Ray for Efficient Batch Inference

0 rewiews
Discover how Roblox leverages Ray to scale machine learning infrastructure, focusing on multimodal language models integration, batch inference optimization, and practical implementation strategies.
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1 Lesons
29 minutes
On-Demand
Free-Video
Anyscale

The Evolution of Multi-GPU Inference in vLLM

0 rewiews
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
Anyscale

Building Intelligent AI Infrastructure with ORI - Dynamic Query Routing and Model Management

0 rewiews
Discover how ORI dynamically routes AI queries to optimal language models, featuring chain atomic queries, benchmark matching, and ethical frameworks integrated with Ray Serve and vLLM for high-speed inference.
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1 Lesons
22 minutes
On-Demand
Free-Video
Ethereum Engineering Group

Bootstrapping AI with Web3 Tools - A Technical Overview

0 rewiews
Explore the intersection of AI and Web3 technologies through expert insights on leveraging blockchain-based tools for artificial intelligence development and implementation.
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1 Lesons
1 hour 38 minutes
On-Demand
Free-Video
Ethereum Engineering Group

DORA - Distributed Oracle Agreement with Simple Majority

0 rewiews
Explore the DORA protocol's innovative approach to distributed oracle networks, focusing on agreement distance and simple majority consensus for enhanced blockchain data reliability and scalability.
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1 Lesons
48 minutes
On-Demand
Free-Video
Ethereum Engineering Group

How AI and Web3 Technologies Intersect - Applications and Opportunities

0 rewiews
Discover how AI and Web3 technologies complement each other, exploring practical applications and integration possibilities for next-generation decentralized systems.
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1 Lesons
58 minutes
On-Demand
Free-Video
The ASF

Optimization for Reducing Compute Cost of SparkSQL in ByteDance

0 rewiews
Discover key optimization techniques for SparkSQL implementation at ByteDance, focusing on compute cost reduction strategies and performance enhancement methods.
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1 Lesons
33 minutes
On-Demand
Free-Video
Bolei Zhou

Introduction to Reinforcement Learning - Distributed RL Systems - Lecture 9

0 rewiews
强化学习分布式系统概述：探讨系统架构、参数更新方法、并行化策略，以及从DQN到AlphaStar的案例研究，深入分析分布式RL系统的发展和实现。
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34 Lesons
47 minutes
On-Demand
Free-Video
Linux Foundation

Building Smart Farms with Edge Computing Systems Using Kubernetes

0 rewiews
Implementación de sistemas de computación de borde con Kubernetes para crear granjas inteligentes, optimizando la agricultura mediante tecnología avanzada.
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1 Lesons
35 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

WebAssembly-Based FaaS Framework with Distributed Machine Learning Capabilities

0 rewiews
利用WebAssembly和Ray创建轻量级、安全的FaaS平台，支持分布式机器学习任务，扩展语言支持，简化应用程序移植过程。
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1 Lesons
38 minutes
On-Demand
Free-Video
media.ccc.de

Plan 9: The Better UNIX - A Comprehensive Overview

0 rewiews
Entdecken Sie Plan 9, das elegante UNIX-Nachfolgesystem mit konsequentem "Alles ist eine Datei"-Prinzip. Erfahren Sie mehr über seine Geschichte, Entwicklung und einzigartige Funktionen in Netzwerken und grafischen Oberflächen.
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1 Lesons
45 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

The State and Future of WebAssembly in Dapr

0 rewiews
探讨WebAssembly在Dapr中的应用历史和未来发展,介绍如何利用Dapr的中间件组件和绑定API实现自定义处理流水线,连接外部资源进行高效处理。
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1 Lesons
37 minutes
On-Demand
Free-Video
CNCF [Cloud Native Computing Foundation]

Sailing Ray Workloads with KubeRay and Kueue in Kubernetes

0 rewiews
探索KubeRay和Kueue如何在Kubernetes中优化Ray工作负载管理，解决资源分配和作业调度挑战，提高机器学习工作流程效率。
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1 Lesons
39 minutes
On-Demand
Free-Video
BasisTech

Machine Learning Pipeline Using Streaming IoT Sensor Data

0 rewiews
ストリーミングIoTセンサーデータを活用した実用的な機械学習パイプラインの構築方法を紹介。MapRとH2Oを使用し、リアルタイム予測を実現する大規模IoTシステムの実装プロセスを解説。
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1 Lesons
36 minutes
On-Demand
Free-Video
Ubuntu OnAir

Crea tu Propio Laboratorio de Big Data con MicroK8s y Spark

0 rewiews
Aprende a crear un laboratorio de Big Data utilizando Spark y MicroK8s. Descubre cómo emular una arquitectura de datos y practica habilidades esenciales para el análisis de grandes volúmenes de información.
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1 Lesons
57 minutes
On-Demand
Free-Video
The ASF

Application and Practice of Data Integration Technology at Xiaomi

0 rewiews
Explore Xiaomi's data integration technology, including service evolution, self-developed engine capabilities, and platformization practices. Gain insights into real-world solutions for data synchronization and heterogeneous system integration.
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1 Lesons
27 minutes
On-Demand
Free-Video
IEEE

Trustworthy Data Analytics in the Cloud Using SGX

0 rewiews
Explore trustworthy cloud-based data analytics using SGX technology. Learn about VC3, a system enabling secure MapReduce computations while preserving confidentiality and integrity of code and data.
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10 Lesons
22 minutes
On-Demand
Free-Video
Microsoft

Succeeding with Secure Access Service Edge (SASE) - Implementing SASE Architecture

0 rewiews
Discover how to implement SASE architecture, reducing complexity and costs while enhancing security, performance, and accessibility for distributed users and data.
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1 Lesons
21 minutes
On-Demand
Free-Video
Alan Turing Institute

Turing Lecture - Dr Cynthia Dwork, Privacy-Preserving Data Analysis

0 rewiews
Explore differential privacy and its role in protecting data during complex analysis. Learn about the risks of data accumulation and solutions for privacy-preserving statistical analysis of large datasets.
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1 Lesons
51 minutes
On-Demand
Free-Video
USENIX

ACCL+: FPGA-Based Collective Engine for Distributed Applications

0 rewiews
Explore ACCL+, an open-source FPGA-based collective communication library for distributed applications, offering portability, multiple protocol support, and user extensibility for enhanced performance.
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1 Lesons
15 minutes
On-Demand
Free-Video
Anyscale

Ray Summit 2022 - Robotics and AI: Challenges and Opportunities - Day 2 Keynote

0 rewiews
Explore cutting-edge AI research and applications with Anca Dragan's keynote address at Ray Summit 2022, focusing on advancements in machine learning and distributed computing.
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1 Lesons
21 minutes
On-Demand
Free-Video
OffensiveCon

Password Cracking: Past, Present, Future - Keynote

0 rewiews
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
Cooperative AI Foundation

Distributed Computing Meets Game Theory

0 rewiews
Explore the intersection of distributed computing and game theory, examining their synergies and applications in multi-agent systems and decision-making processes.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Anyscale

Model Training on Snowflake with Ray

0 rewiews
Discover how to leverage Snowflake Container Runtime and Ray for efficient, scalable model training through a practical demonstration of performance optimization techniques.
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1 Lesons
14 minutes
On-Demand
Free-Video
Anyscale

Supercharging ETL and Analytics with Ray and Daft

0 rewiews
Discover how Daft library enhances Ray clusters with distributed ETL capabilities, enabling seamless data processing, analytics, and ML/AI integration for scalable, high-performance workflows.
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1 Lesons
11 minutes
On-Demand
Free-Video
OSACon

Unlocking Scalable and Efficient Data Storage with Apache Ozone

0 rewiews
Discover how Apache Ozone revolutionizes distributed object storage, offering scalable solutions for managing massive data volumes while ensuring reliability, cost-effectiveness, and seamless integration with Hadoop ecosystem.
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1 Lesons
27 minutes
On-Demand
Free-Video
Open Data Science

How Companies Are Using Tachyon, a Memory Centric Distributed Storage

0 rewiews
Explore Tachyon, a memory-centric distributed storage system for fast big data processing. Learn about its benefits, use cases, and integration with popular frameworks like Spark and Hadoop.
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13 Lesons
22 minutes
On-Demand
Free-Video
Databricks

Developing Scalable Machine Learning Pipelines for Gaming Industry

0 rewiews
Explore scalable ML pipelines in gaming, leveraging Apache Spark for data-driven product development and improved user acquisition through advanced LTV modeling.
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23 Lesons
29 minutes
On-Demand
Free-Video
Databricks

Fugue: Unifying Big Data Analytics Ecosystems for ETL and Machine Learning

0 rewiews
Unifying big data ecosystems with Fugue: SQL-like framework for ETL and ML pipelines, compatible with Spark, TensorFlow, and more. Simplifies development, improves performance, and enhances maintainability.
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13 Lesons
22 minutes
On-Demand
Free-Video
Databricks

Optimizing Spark SQL Jobs with Parallel and Asynchronous IO

0 rewiews
Optimizing Spark SQL jobs through parallel and async IO techniques, including file-level and row group-level parallel read, asynchronous spill, and parquet column family, resulting in 5-30% performance improvement.
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8 Lesons
21 minutes
On-Demand
Free-Video
Databricks

DataFusion and Apache Arrow: Supercharging Data Analytics with a Rust-Based Query Engine

0 rewiews
Explore Rust, Apache Arrow, and DataFusion to accelerate modern data stacks. Learn implementation timelines, optimization techniques, and key features for efficient data analysis and querying.
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20 Lesons
29 minutes
On-Demand
Free-Video
Bryan Cafferky

Master Databricks and Apache Spark - Introduction

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Learn the fundamentals of Databricks and Apache Spark, exploring scale-up vs. scale-out concepts and laying the groundwork for mastering these powerful data processing tools.
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12 Lesons
32 minutes
On-Demand
Free-Video
Bryan Cafferky

Create a Spark Cluster - Master Databricks and Apache Spark Step by Step - Lesson 4

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Learn to create and use Apache Spark clusters, understand their differences from Databricks, and explore data querying with Zeppelin notebooks in this step-by-step guide.
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9 Lesons
21 minutes
On-Demand
Free-Video
Bryan Cafferky

Databricks Workspace Tour and Notebook Demo - Lesson 3

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Comprehensive tour of Databricks Workspace, demonstrating tools and features with focus on the proprietary notebook IDE. Provides foundation for advanced Databricks and Apache Spark usage.
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20 Lesons
52 minutes
On-Demand
Free-Video
Databricks

Introducing Apache Spark 3.0 - A Decade of Progress and Future Outlook

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Apache Spark 3.0: Reflecting on a decade of progress and unveiling new features to enhance data processing accessibility, speed, and compatibility across various sources and environments.
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17 Lesons
29 minutes
On-Demand
Free-Video
Databricks

Deep Learning Pipelines for High Energy Physics Using Apache Spark and Distributed Keras

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Explore CERN's Apache Spark-based data pipeline for deep learning in High Energy Physics. Learn about distributed training of neural network classifiers using BigDL and Analytics Zoo for improved event filtering at LHC experiments.
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30 Lesons
39 minutes
On-Demand
Free-Video
Databricks

Apache Spark Core - Practical Optimization Techniques - Partition Shaping and Job Optimization

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Explore Apache Spark optimization techniques, including partition shaping, join and aggregate optimizations, and multi-dimensional parallelism to maximize cluster utilization and eliminate data skew.
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31 Lesons
1 hour 32 minutes
On-Demand
Free-Video
Databricks

How to Make Apache Spark on Kubernetes Run Reliably on Spot Instances

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Learn to run Apache Spark on Kubernetes using spot instances for cost savings. Discover best practices, code examples, and techniques to handle spot interruptions while maintaining reliability and performance.
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19 Lesons
33 minutes
On-Demand
Free-Video
Databricks

Apache Spark on Kubernetes - Lessons Learned from Launching Millions of Spark Executors

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Lessons learned from running massive Spark workloads on Kubernetes at Apple, covering orchestration, resource management, monitoring, and optimization for scalability and performance.
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18 Lesons
35 minutes
On-Demand
Free-Video
Databricks

Adaptive Query Execution: Speeding Up Spark SQL at Runtime

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Explore Spark SQL's Adaptive Query Execution framework, which optimizes query plans at runtime using real-time statistics for improved performance in data processing and analysis.
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14 Lesons
46 minutes
On-Demand
Free-Video
IEEE Signal Processing Society

Federated Learning in Big Data Over Networks

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Explore federated learning techniques for big data networks, focusing on distributed algorithms and privacy-preserving methods in large-scale data analysis.
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1 Lesons
1 hour 11 minutes
On-Demand
Free-Video
Java

Hadoop and Big Data with Java

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Explore Hadoop and Big Data concepts in this NightHacking presentation, focusing on their integration with Java for efficient data processing and analysis.
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1 Lesons
1 hour 3 minutes
On-Demand
Free-Video
Java

Big Data Processing on Small Computers

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Explore distributed computing, MapReduce, and parallel programming techniques for handling big data on small-scale systems with expert insights.
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20 Lesons
21 minutes
On-Demand
Free-Video
Java

Big Data Analytics and Processing Techniques

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Explore big data concepts, distributed systems, and analytics techniques with expert Cliff Click, covering data motion, compression, and efficient processing strategies.
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18 Lesons
28 minutes
On-Demand
Free-Video
Alan Turing Institute

Tools for Big Data - Professor Richard Gibbens, University of Cambridge

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Explore mathematical modeling of networks with a focus on communication, transport, and energy systems. Learn to apply advanced computational techniques to analyze and interpret big data.
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1 Lesons
2 hours 30 minutes
On-Demand
Free-Video
OWASP Foundation

Big Problems with Big Data - Hadoop Interfaces Security

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Explore Hadoop interfaces security challenges and solutions in big data environments, focusing on potential vulnerabilities and best practices for robust protection.
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1 Lesons
32 minutes
On-Demand
Free-Video