Java Multithreading
1 like797 views
This document provides an overview of multi-threaded programming in Java. It discusses how to create threads that extend the Thread class or implement the Runnable interface. It describes how asynchronous thread execution can lead to unpredictable ordering. It also covers issues like data races that can occur from concurrent reads and writes to shared memory by multiple threads. The document introduces thread synchronization using locks to avoid data races and provides an example of deadlock that can occur from incorrect lock usage.
1 of 4
Downloaded 96 times
Ad
Recommended
Advanced Introduction to Java Multi-Threading - Full (chok)
Advanced Introduction to Java Multi-Threading - Full (chok)choksheak Designed for the beginning Java developer to grasp advanced Java multi-threading concepts quickly. Talks mainly about the Java Memory Model and the Concurrent Utilities. This presentation is Java-specific and we intentionally omit general non-Java-specific details, such as hardware architecture, OS, native threads, algorithms, and general software design principles etc.
Threading in java - a pragmatic primer
Threading in java - a pragmatic primerSivaRamaSundar Devasubramaniam This document discusses concepts related to threads and concurrency in Java. It begins by defining processes and threads, explaining that processes contain threads. It then covers key threading concepts like thread pools, synchronization, and data management between threads. The document provides examples of why threads are used and best practices for writing threaded code in Java. It also discusses common threading issues like deadlocks and race conditions and how to avoid them.
Java Multithreading and Concurrency
Java Multithreading and ConcurrencyRajesh Ananda Kumar This presentation is about advanced multithreading and concurrency in Java. I have tried my best to explain the concepts with code. Feel free to reach me if you have any questions or concerns.
Java concurrency
Java concurrencyducquoc_vn This document provides an introduction to concurrency in Java programming. It discusses modifying a word counting program to run in parallel using threads. It covers thread safety, critical sections, synchronized blocks and methods, lock objects, and other concurrency concepts in Java like volatile fields and deadlocks. The document uses examples to illustrate how to design thread-safe classes and properly synchronize access to shared resources between multiple threads.
Synchronization.37
Synchronization.37myrajendra This document discusses synchronization in multi-threaded programs. It covers monitors, which are used as mutually exclusive locks to synchronize access to shared resources. The synchronized keyword in Java can be used in two ways - by prefixing it to a method header, or by synchronizing an object within a synchronized statement. Examples are provided to demonstrate synchronization issues without locking, and how to resolve them by using the synchronized keyword in methods or on objects.
Threads
Threadssaanchi85 Thread is an independent path of execution through program code. The JVM gives each thread its own method-call stack to track execution. When multiple threads execute byte-code instruction sequences in the same program concurrently, it is known as multithreading. Java accomplishes multithreading through its Thread class, with each Thread object describing a single thread of execution that occurs in its run() method.
Multithread Programing in Java
Multithread Programing in JavaM. Raihan Multithreading is the ability of a program or an
operating system process to manage its use by
more than one user at a time and to even manage
multiple requests by the same user without
having to have multiple copies of the
programming running in the computer.
Multi-threaded Programming in JAVA
Multi-threaded Programming in JAVAVikram Kalyani This presentation contains the topic Multi Threaded Programming in JAVA.
Sources from all over internet.
Multithreading in Java
Multithreading in JavaAppsterdam Milan The document discusses multithreading in Java, including the evolution of threading support across Java releases and examples of implementing multithreading using Threads, ExecutorService, and NIO channels. It also provides examples of how to make operations thread-safe using locks and atomic variables when accessing shared resources from multiple threads. References are included for further reading on NIO-based servers and asynchronous channel APIs introduced in Java 7.
Basic of Multithreading in JAva
Basic of Multithreading in JAvasuraj pandey The document discusses multithreading in Java. It defines multithreading as executing multiple threads simultaneously, with threads being lightweight subprocesses that share a common memory area. This allows multitasking to be achieved more efficiently than with multiprocessing. The advantages of multithreading include not blocking the user, performing operations together to save time, and exceptions in one thread not affecting others. The document also covers thread states, creating and starting threads, and common thread methods.
Learning Java 3 – Threads and Synchronization
Learning Java 3 – Threads and Synchronizationcaswenson This document provides an overview of threads and synchronization in Java. It discusses how to create threads by implementing Runnable or extending Thread, how to start and stop threads, and useful thread methods like sleep and yield. It explains the need for synchronization when multiple threads access shared resources and can step on each other. Synchronization is achieved using locks on objects, synchronized methods, and wait/notify calls on objects. More advanced synchronization mechanisms introduced in Java 5 like ReentrantLock and Condition variables are also briefly mentioned.
Md09 multithreading
Md09 multithreadingRakesh Madugula The document discusses threads and multithreading in Java. It defines a thread as a flow of execution with a beginning, execution sequence, and end. Multithreading allows multiple threads to run simultaneously within a single program. It describes how to create threads by extending the Thread class or implementing Runnable. The document also discusses thread states, priorities, synchronization, and race conditions that can occur when multiple threads access shared data.
Multithreading in java
Multithreading in javaArafat Hossan Multithreading allows a program to split into multiple subprograms called threads that can run concurrently. Threads go through various states like new, runnable, running, blocked, and dead. There are two main ways to create threads: by extending the Thread class or implementing the Runnable interface. Threads can have different priorities that influence scheduling order. Multithreading allows performing multiple operations simultaneously to save time without blocking the user, and exceptions in one thread do not affect others.
Inter threadcommunication.38
Inter threadcommunication.38myrajendra This document discusses inter-thread communication methods like wait() and notify() that allow threads to synchronize access to shared resources. It describes the producer-consumer problem that can occur when threads access a shared buffer without synchronization. It provides examples of incorrect and correct implementations of the producer-consumer pattern using wait(), notify(), and synchronization to allow a producer thread to add items to a buffer while a consumer thread removes items.
Java Thread Synchronization
Java Thread SynchronizationBenj Del Mundo - Java threads allow for multithreaded and parallel execution where different parts of a program can run simultaneously.
- There are two main ways to create a Java thread: extending the Thread class or implementing the Runnable interface.
- To start a thread, its start() method must be called rather than run(). Calling run() results in serial execution rather than parallel execution of threads.
- Synchronized methods use intrinsic locks on objects to allow only one thread to execute synchronized code at a time, preventing race conditions when accessing shared resources.
Java unit 12
Java unit 12Shipra Swati Threads : Single and Multitasking, Creating and terminating the thread, Single and Multi tasking
using threads, Deadlock of threads, Thread communication.
Multithreading Concepts
Multithreading ConceptsArvind Krishnaa The document discusses various concepts related to multithreading in Java including thread-safe collections, executors, and synchronizers. It provides details on blocking queues, concurrent hash maps, executors that allow submitting tasks to thread pools, and synchronizers like cyclic barriers, countdown latches, and semaphores that help manage groups of threads. It also discusses how to update Swing components safely from multiple threads using EventQueue methods like invokeLater().
Multithreading In Java
Multithreading In Javaparag The document discusses multithreading concepts like concurrency and threading, how to create and control threads including setting priorities and states, and how to safely share resources between threads using synchronization, locks, and wait/notify methods to avoid issues like deadlocks. It also covers deprecated thread methods and increased threading support in JDK 1.5.
Thread
ThreadJuhi Kumari This document provides an overview of multithreading and thread synchronization in Java. It discusses that multithreading allows executing multiple threads simultaneously and threads are lightweight subprocesses that share a common memory area. It then covers thread life cycle states, advantages of multithreading, synchronization techniques like synchronized methods and blocks, and inter-thread communication methods like wait(), notify(), and notifyAll().
Multithreading Introduction and Lifecyle of thread
Multithreading Introduction and Lifecyle of threadKartik Dube :::::::All about Multithreading , Lifecylce of thread and Very simple Program for syncronization:::::::
Programming with Threads in Java
Programming with Threads in Javakoji lin Threads allow programs to execute multiple tasks simultaneously. In Java, threads are lightweight processes that exist within a process and share its resources. The key benefits of multithreading include taking advantage of multiprocessor systems and simplifying programming models. However, multithreading also introduces risks like race conditions and deadlocks that must be addressed through synchronization and thread safety.
Threads in Java
Threads in JavaGaurav Aggarwal Threads allow programs to perform multiple tasks concurrently. A thread is a single sequence of execution within a program. Multithreading refers to multiple threads running within a single program. Threads share program resources but have their own call stack and local variables. Threads are created by extending the Thread class or implementing the Runnable interface. Synchronization is needed when multiple threads access shared resources concurrently to prevent race conditions. The wait() and notify() methods enable threads to cooperate by pausing and resuming execution.
javathreads
javathreadsArjun Shanka This document discusses Java threads and related concepts like thread states, priorities, synchronization, and inter-thread communication. It covers the two main ways to create threads in Java - by extending the Thread class or implementing the Runnable interface. Synchronization techniques like using synchronized methods and blocks are presented to prevent race conditions when multiple threads access shared resources. Finally, inter-thread communication methods like wait() and notify() from the Object class are introduced.
Python multithreading session 9 - shanmugam
Python multithreading session 9 - shanmugamNavaneethan Naveen - Python allows programmers to write multi-threaded programs using its threading module. This allows running multiple threads concurrently to perform asynchronous tasks or operations in parallel.
- The threading module provides Thread class which represents a thread of execution. New threads can be created by subclassing Thread and overriding its run method. start() method launches the execution of the thread.
- Synchronization between threads is important to prevent race conditions. The threading module provides Lock objects to synchronize access to shared resources.
Thread model of java
Thread model of javamyrajendra The document discusses the thread model of Java. It states that all Java class libraries are designed with multithreading in mind. Java uses threads to enable asynchronous behavior across the entire system. Once started, a thread can be suspended, resumed, or stopped. Threads are created by extending the Thread class or implementing the Runnable interface. Context switching allows switching between threads by yielding control voluntarily or through prioritization and preemption. Synchronization is needed when threads access shared resources using monitors implicit to each object. Threads communicate using notify() and wait() methods.
Python multithreading
Python multithreadingSmt. Indira Gandhi College of Engineering, Navi Mumbai, Mumbai - Python allows programmers to write multithreaded programs that run multiple threads concurrently for more efficient use of resources and responsiveness.
- The main benefits of multithreading over multiple processes are that threads within a process can share data and resources more easily. Threads also have less memory overhead than processes.
- There are two main modules for multithreading in Python - the older thread module and the newer threading module, which provides more powerful features and methods for managing threads.
Threading concepts
Threading conceptsRaheemaparveen - Threads are lightweight processes that can be executed concurrently within a process to improve responsiveness and resource utilization.
- Threads share the same memory as the process they belong to, making communication between threads cheaper than between processes.
- The main() method represents the initial thread when a Java program starts. Additional threads can be created by extending the Thread class or implementing the Runnable interface.
Java Threads and Concurrency
Java Threads and ConcurrencySunil OS This document provides information on processes, threads, concurrency, and parallelism in Java. It discusses that processes have separate memory spaces while threads within the same process share memory. It describes how to create threads by extending Thread or implementing Runnable. It also covers thread states, scheduling, priorities, and daemon threads.
Interfaces c#
Interfaces c#Nipam Medhi Interfaces are reference types that define a contract that other classes can implement. Interfaces cannot contain fields or constructors, and all members are implicitly public and abstract. A class can implement multiple interfaces, allowing it to inherit functionality from different sources, while only being able to inherit from one base class. Explicit interface implementation allows a class to implement the same method signature defined in multiple interfaces to avoid name collisions.
interface in c#
interface in c#Deepti Pillai An interface defines a contract that specifies functionality without implementation. It defines a set of methods that classes implement. Interfaces allow for multiple inheritance by allowing a class to implement multiple interfaces. Interfaces cannot contain data members, constructors, destructors, or static members. Both interfaces and abstract classes cannot be instantiated but interfaces only define method signatures while abstract classes can contain implementations. A class implements an interface by listing the interface name after the class name and providing implementations for all interface methods.
More Related Content
What's hot (20)
Multithreading in Java
Multithreading in JavaAppsterdam Milan The document discusses multithreading in Java, including the evolution of threading support across Java releases and examples of implementing multithreading using Threads, ExecutorService, and NIO channels. It also provides examples of how to make operations thread-safe using locks and atomic variables when accessing shared resources from multiple threads. References are included for further reading on NIO-based servers and asynchronous channel APIs introduced in Java 7.
Basic of Multithreading in JAva
Basic of Multithreading in JAvasuraj pandey The document discusses multithreading in Java. It defines multithreading as executing multiple threads simultaneously, with threads being lightweight subprocesses that share a common memory area. This allows multitasking to be achieved more efficiently than with multiprocessing. The advantages of multithreading include not blocking the user, performing operations together to save time, and exceptions in one thread not affecting others. The document also covers thread states, creating and starting threads, and common thread methods.
Learning Java 3 – Threads and Synchronization
Learning Java 3 – Threads and Synchronizationcaswenson This document provides an overview of threads and synchronization in Java. It discusses how to create threads by implementing Runnable or extending Thread, how to start and stop threads, and useful thread methods like sleep and yield. It explains the need for synchronization when multiple threads access shared resources and can step on each other. Synchronization is achieved using locks on objects, synchronized methods, and wait/notify calls on objects. More advanced synchronization mechanisms introduced in Java 5 like ReentrantLock and Condition variables are also briefly mentioned.
Md09 multithreading
Md09 multithreadingRakesh Madugula The document discusses threads and multithreading in Java. It defines a thread as a flow of execution with a beginning, execution sequence, and end. Multithreading allows multiple threads to run simultaneously within a single program. It describes how to create threads by extending the Thread class or implementing Runnable. The document also discusses thread states, priorities, synchronization, and race conditions that can occur when multiple threads access shared data.
Multithreading in java
Multithreading in javaArafat Hossan Multithreading allows a program to split into multiple subprograms called threads that can run concurrently. Threads go through various states like new, runnable, running, blocked, and dead. There are two main ways to create threads: by extending the Thread class or implementing the Runnable interface. Threads can have different priorities that influence scheduling order. Multithreading allows performing multiple operations simultaneously to save time without blocking the user, and exceptions in one thread do not affect others.
Inter threadcommunication.38
Inter threadcommunication.38myrajendra This document discusses inter-thread communication methods like wait() and notify() that allow threads to synchronize access to shared resources. It describes the producer-consumer problem that can occur when threads access a shared buffer without synchronization. It provides examples of incorrect and correct implementations of the producer-consumer pattern using wait(), notify(), and synchronization to allow a producer thread to add items to a buffer while a consumer thread removes items.
Java Thread Synchronization
Java Thread SynchronizationBenj Del Mundo - Java threads allow for multithreaded and parallel execution where different parts of a program can run simultaneously.
- There are two main ways to create a Java thread: extending the Thread class or implementing the Runnable interface.
- To start a thread, its start() method must be called rather than run(). Calling run() results in serial execution rather than parallel execution of threads.
- Synchronized methods use intrinsic locks on objects to allow only one thread to execute synchronized code at a time, preventing race conditions when accessing shared resources.
Java unit 12
Java unit 12Shipra Swati Threads : Single and Multitasking, Creating and terminating the thread, Single and Multi tasking
using threads, Deadlock of threads, Thread communication.
Multithreading Concepts
Multithreading ConceptsArvind Krishnaa The document discusses various concepts related to multithreading in Java including thread-safe collections, executors, and synchronizers. It provides details on blocking queues, concurrent hash maps, executors that allow submitting tasks to thread pools, and synchronizers like cyclic barriers, countdown latches, and semaphores that help manage groups of threads. It also discusses how to update Swing components safely from multiple threads using EventQueue methods like invokeLater().
Multithreading In Java
Multithreading In Javaparag The document discusses multithreading concepts like concurrency and threading, how to create and control threads including setting priorities and states, and how to safely share resources between threads using synchronization, locks, and wait/notify methods to avoid issues like deadlocks. It also covers deprecated thread methods and increased threading support in JDK 1.5.
Thread
ThreadJuhi Kumari This document provides an overview of multithreading and thread synchronization in Java. It discusses that multithreading allows executing multiple threads simultaneously and threads are lightweight subprocesses that share a common memory area. It then covers thread life cycle states, advantages of multithreading, synchronization techniques like synchronized methods and blocks, and inter-thread communication methods like wait(), notify(), and notifyAll().
Multithreading Introduction and Lifecyle of thread
Multithreading Introduction and Lifecyle of threadKartik Dube :::::::All about Multithreading , Lifecylce of thread and Very simple Program for syncronization:::::::
Programming with Threads in Java
Programming with Threads in Javakoji lin Threads allow programs to execute multiple tasks simultaneously. In Java, threads are lightweight processes that exist within a process and share its resources. The key benefits of multithreading include taking advantage of multiprocessor systems and simplifying programming models. However, multithreading also introduces risks like race conditions and deadlocks that must be addressed through synchronization and thread safety.
Threads in Java
Threads in JavaGaurav Aggarwal Threads allow programs to perform multiple tasks concurrently. A thread is a single sequence of execution within a program. Multithreading refers to multiple threads running within a single program. Threads share program resources but have their own call stack and local variables. Threads are created by extending the Thread class or implementing the Runnable interface. Synchronization is needed when multiple threads access shared resources concurrently to prevent race conditions. The wait() and notify() methods enable threads to cooperate by pausing and resuming execution.
javathreads
javathreadsArjun Shanka This document discusses Java threads and related concepts like thread states, priorities, synchronization, and inter-thread communication. It covers the two main ways to create threads in Java - by extending the Thread class or implementing the Runnable interface. Synchronization techniques like using synchronized methods and blocks are presented to prevent race conditions when multiple threads access shared resources. Finally, inter-thread communication methods like wait() and notify() from the Object class are introduced.
Python multithreading session 9 - shanmugam
Python multithreading session 9 - shanmugamNavaneethan Naveen - Python allows programmers to write multi-threaded programs using its threading module. This allows running multiple threads concurrently to perform asynchronous tasks or operations in parallel.
- The threading module provides Thread class which represents a thread of execution. New threads can be created by subclassing Thread and overriding its run method. start() method launches the execution of the thread.
- Synchronization between threads is important to prevent race conditions. The threading module provides Lock objects to synchronize access to shared resources.
Thread model of java
Thread model of javamyrajendra The document discusses the thread model of Java. It states that all Java class libraries are designed with multithreading in mind. Java uses threads to enable asynchronous behavior across the entire system. Once started, a thread can be suspended, resumed, or stopped. Threads are created by extending the Thread class or implementing the Runnable interface. Context switching allows switching between threads by yielding control voluntarily or through prioritization and preemption. Synchronization is needed when threads access shared resources using monitors implicit to each object. Threads communicate using notify() and wait() methods.
Python multithreading
Python multithreadingSmt. Indira Gandhi College of Engineering, Navi Mumbai, Mumbai - Python allows programmers to write multithreaded programs that run multiple threads concurrently for more efficient use of resources and responsiveness.
- The main benefits of multithreading over multiple processes are that threads within a process can share data and resources more easily. Threads also have less memory overhead than processes.
- There are two main modules for multithreading in Python - the older thread module and the newer threading module, which provides more powerful features and methods for managing threads.
Threading concepts
Threading conceptsRaheemaparveen - Threads are lightweight processes that can be executed concurrently within a process to improve responsiveness and resource utilization.
- Threads share the same memory as the process they belong to, making communication between threads cheaper than between processes.
- The main() method represents the initial thread when a Java program starts. Additional threads can be created by extending the Thread class or implementing the Runnable interface.
Java Threads and Concurrency
Java Threads and ConcurrencySunil OS This document provides information on processes, threads, concurrency, and parallelism in Java. It discusses that processes have separate memory spaces while threads within the same process share memory. It describes how to create threads by extending Thread or implementing Runnable. It also covers thread states, scheduling, priorities, and daemon threads.
Viewers also liked (6)
Interfaces c#
Interfaces c#Nipam Medhi Interfaces are reference types that define a contract that other classes can implement. Interfaces cannot contain fields or constructors, and all members are implicitly public and abstract. A class can implement multiple interfaces, allowing it to inherit functionality from different sources, while only being able to inherit from one base class. Explicit interface implementation allows a class to implement the same method signature defined in multiple interfaces to avoid name collisions.
interface in c#
interface in c#Deepti Pillai An interface defines a contract that specifies functionality without implementation. It defines a set of methods that classes implement. Interfaces allow for multiple inheritance by allowing a class to implement multiple interfaces. Interfaces cannot contain data members, constructors, destructors, or static members. Both interfaces and abstract classes cannot be instantiated but interfaces only define method signatures while abstract classes can contain implementations. A class implements an interface by listing the interface name after the class name and providing implementations for all interface methods.
Java And Multithreading
Java And MultithreadingShraddha The document discusses threads and multithreading in Java. It defines a thread as a single sequential flow of control within a program. Multithreading allows a program to be divided into multiple subprograms that can run concurrently. Threads have various states like newborn, runnable, running, blocked, and dead. The key methods for managing threads include start(), sleep(), yield(), join(), wait(), notify(). Synchronization is needed when multiple threads access shared resources to prevent inconsistencies. Deadlocks can occur when threads wait indefinitely for each other.
Interface
Interfacekamal kotecha Interfaces define methods that classes can implement. Classes implementing interfaces must define all interface methods. Interfaces can extend other interfaces, requiring implementing classes to define inherited methods as well. Interface variables are implicitly public, static, and final. A class can implement multiple interfaces and override methods with the same name across interfaces. Partial interface implementation requires the class to be abstract.
Multithreading in java
Multithreading in javaRaghu nath Multithreading allows programs to have multiple threads that can run concurrently. Each thread defines a separate path of execution. Processes are programs that are executing, while threads exist within a process and share its resources. Creating a new thread requires fewer resources than creating a new process. There are two main ways to define a thread - by implementing the Runnable interface or by extending the Thread class.
Java multi threading
Java multi threadingRaja Sekhar Java Multi Threading Concept
By N.V.Raja Sekhar Reddy
www.technolamp.co.in
Want more...
Like us @ https://www.facebook.com/Technolamp.co.in
subscribe videos @ http://www.youtube.com/user/nvrajasekhar
Ad
Similar to Java Multithreading (20)
18 concurrency
18 concurrencydhrubo kayal Java was one of the first mainstream programming languages to include threading support within the language itself. This paved the way for Java to become widely used for writing server applications. Every Java program has at least one thread - the main thread. Additional threads are created by the JVM for garbage collection and other tasks. Threads allow programs to take advantage of multi-processor systems and provide more responsive user interfaces by handling long-running processes in background threads.
advanced java ppt
advanced java pptPreetiDixit22 This document provides information on multithreading, networking, and other Java concepts. It discusses how to create threads in Java by extending the Thread class or implementing Runnable, and describes methods like sleep(), wait(), notify() etc. It also covers networking topics like sockets, servers, clients and protocols. Examples of socket programming and a chatting program using sockets are included. Finally, it discusses classes like URL, URLConnection and HttpURLConnection for working with URLs.
Multithreading
MultithreadingRavi Chythanya This document discusses multithreading in Java. It begins by explaining the difference between single-threaded and multithreaded programs. A multithreaded program contains two or more threads that can run concurrently. Each thread defines a separate path of execution. The document then covers key aspects of multithreading like creating threads by extending the Thread class or implementing the Runnable interface, starting and controlling threads, thread priorities, synchronization, and inter-thread communication.
Java-Threads And Concurrency Presentation. 2024
Java-Threads And Concurrency Presentation. 2024nehakumari0xf Java Threads And Concurrency Presentation is only for Educational purpose. Happy learning :)
05.02. 2024
Java Threads And Concurrency Presentation. 2024
Java Threads And Concurrency Presentation. 2024kashyapneha2809 Java Threads And Concurrency Presentation is only for Educational purpose. Happy learning :)
26.01. 2024
Intake 38 12
Intake 38 12Mahmoud Ouf The document discusses asynchronous programming in C# and .NET. It covers several approaches for asynchronous programming including threads, tasks, and the async/await keywords. It provides examples of creating and running threads, tasks that return values, waiting for tasks to complete, and chaining multiple tasks. It also covers thread pools, foreground and background threads, thread priorities, thread safety, and using locks to synchronize access to shared resources.
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYA
Chapter 5 - THREADING & REGULAR exp - MAULIK BORSANIYAMaulik Borsaniya REs and Python: Regular Expressions, Sequence Characters in Regular Expressions, Quantifiers in Regular Expressions, Special Characters in Regular Expressions, Using Regular Expressions on Files, Retrieving Information from a HTML File
Threading : Concurrent Programming and GIL, Uses of Threads, Creating Threads in Python, Thread Class Methods, Single Tasking using a Thread, Multitasking using Multiple Threads, Thread Synchronization Deadlock of Threads, Avoiding Deadlocks in a Program, Communication between Threads, Thread Communication using notify() and wait() Methods, Thread Communication using a Queue, Daemon Threads
concurrency
concurrencyJonathan Wagoner This document provides a brief overview of concurrency concepts in Python, focusing on threading. It defines processes and threads, explaining that threads run within a process and can share resources, while processes are independent and communicate via interprocess communication. It discusses why to use concurrency for performance, responsiveness, and non-blocking behavior. It also covers the Global Interpreter Lock in Python and its implications for threading, and provides examples of creating and running threads.
Java Performance, Threading and Concurrent Data Structures
Java Performance, Threading and Concurrent Data StructuresHitendra Kumar The document discusses Java performance and threading. It provides an overview of performance concepts, the performance process, and measurement techniques like benchmarking and profiling. It also covers key threading concepts like thread states, synchronization, and how to share data across threads using synchronized methods, objects, and wait/notify.
Java multi thread programming on cmp system
Java multi thread programming on cmp systemQUAID-E-AWAM UNIVERSITY OF ENGINEERING, SCIENCE & TECHNOLOGY, NAWABSHAH, SINDH, PAKISTAN This document outlines a project to measure the performance of multithreaded Java programs on different systems. It discusses benchmarking three workloads - calculating trapezoidal rule, sorting arrays, and computing Fibonacci numbers - using different numbers of threads. Performance is measured on Intel Core 2 Duo and Intel Centrino Duo systems running Windows Vista and Ubuntu. The results show that for CPU-intensive tasks, using the optimal number of threads can improve performance, but adding excessive threads harms performance due to overhead. Multithreading is most effective for I/O-bound tasks.
Medical Image Processing Strategies for multi-core CPUs
Medical Image Processing Strategies for multi-core CPUsDaniel Blezek This document discusses various strategies for parallelizing medical image processing tasks across multi-core CPUs. It begins with a poll asking about readers' computer hardware and parallel programming experience. It then covers degrees of parallelism from serial to large-scale parallelism. The document presents pragmatic approaches using C/C++ with "bolted on" parallel concepts. It provides a brief introduction to SIMD and focuses on SMP concepts using threads, concurrency, and parallel programming models like OpenMP, TBB, and ITK. It discusses example problems like thresholding images and common errors. It concludes with next steps in parallel computing.
Chap3 multi threaded programming
Chap3 multi threaded programmingraksharao Multithreaded fundamentals
The thread class and runnable interface
Creating a thread
Creating multiple threads
Determining when a thread ends
Thread priorities
Synchronization
Using synchronized methods
The synchronized statement
Thread communication using notify(), wait() and notifyall()
Suspending , resuming and stopping threads
Threadnotes
ThreadnotesHimanshu Rajput Thread is the basic unit of CPU utilization in an operating system. A single-threaded process can only perform one task at a time, while a multithreaded process can perform multiple tasks simultaneously using threads. Java uses the Thread class and Runnable interface to create and manage threads. The main thread is created automatically, while additional threads can be instantiated by implementing Runnable or extending Thread. Synchronization is needed when threads share resources to prevent race conditions.
Multithreading
Multithreadingbackdoor The document discusses threads and multithreading in Java. It defines a thread as a single sequential flow of control that runs within the address space of a process. It notes that threads allow programs to accomplish multiple simultaneous tasks. The document then covers thread states, priorities, synchronization, and provides examples of a producer-consumer problem implemented with and without synchronization.
Internet Programming with Java
Internet Programming with Javakavitha muneeshwaran This document discusses threads and multithreading in Java. It defines a thread as the smallest unit of processing and notes that threads are lightweight and execute independently within a process. It covers the Thread class in Java and how to create threads by extending the Thread class or implementing the Runnable interface. The document also discusses thread states, priorities, synchronization, and the advantages of multithreading like improved performance.
Java
Javakavitha muneeshwaran This document discusses threads and multithreading in Java. It defines a thread as the smallest unit of processing and notes that threads are lightweight and execute independently within a process. It covers the Thread class in Java and how to create threads by extending the Thread class or implementing the Runnable interface. The document also discusses thread states, priorities, synchronization, and the advantages of multithreading like improved performance.
OOPS object oriented programming UNIT-4.pptx
OOPS object oriented programming UNIT-4.pptxArulmozhivarman8 This document discusses multithreading and generic programming in Java. It covers thread concepts like thread life cycle, creating threads by extending Thread class and implementing Runnable interface. It provides examples of multithreading in applications. Generic programming concepts like generic classes and methods are also briefly introduced. The key outcomes are to develop Java applications using threads and generics.
Threads and Synchronization in c#
Threads and Synchronization in c#Rizwan Ali This document discusses threads and synchronization in C#. It begins by defining what a thread is, noting that it is the smallest unit of processing that can be scheduled by an operating system. It then discusses how threads are implemented in C#, including how to create threads using the Thread class and starting them with Start(). It also covers foreground and background threads, thread priority, and methods for controlling threads like Sleep() and Abort(). Finally, it discusses thread synchronization and how the lock statement in C# can be used to synchronize access to shared resources between threads.
Chap7 slides
Chap7 slidesBaliThorat1 This document provides an overview of programming shared address space platforms and parallel programming models. It discusses thread basics such as creation and termination in Pthreads. It also covers synchronization primitives like mutex locks and condition variables. Higher-level constructs like read-write locks and barriers are built using these basic synchronization methods. The document aims to explain key concepts for expressing concurrency and parallelism in shared memory systems.
Java multi thread programming on cmp system
Java multi thread programming on cmp systemQUAID-E-AWAM UNIVERSITY OF ENGINEERING, SCIENCE & TECHNOLOGY, NAWABSHAH, SINDH, PAKISTAN
Ad
More from Ganesh Samarthyam (20)
Wonders of the Sea
Wonders of the SeaGanesh Samarthyam The document provides an overview of various sea life found underwater, including creatures with fins and tails that feed on seaweed or prey, colorful coral reefs and plants on the ocean floor, sea turtles that lay eggs on beaches, schools of fish that swim together, colorful but sometimes poisonous fish like lionfish, giant whales larger than ships, pink krill that swarm in great numbers, glow in the dark plankton and fish, and sea horses where males give birth to about 150 babies that emerge from their stomachs. The concluding message is that the ocean is vast and should be protected from pollution to celebrate its freedom.
Animals - for kids 
Animals - for kids Ganesh Samarthyam Hi, I am Tanmaye (3rd Grade) and this is my first animals presentation. Here is the youtube link: https://youtu.be/VjdzQpZfXyw
Applying Refactoring Tools in Practice
Applying Refactoring Tools in PracticeGanesh Samarthyam Technical debt refers to design decisions that are suboptimal or incorrect, accruing debt that must be paid back later. It includes code debt from violations of coding standards and design debt from design smells or violations of architecture rules. Refactoring is restructuring code without changing behavior to improve design quality and make future changes easier. A variety of tools can help explore code structure and detect technical debt to prioritize refactoring.
CFP - 1st Workshop on “AI Meets Blockchain”
CFP - 1st Workshop on “AI Meets Blockchain”Ganesh Samarthyam Please check out the workshop "AI meets Blockchain" at HIPC 2018, in Bangalore: http://hipc.org/ai-blockchain/
HIPC is a premier conference and hence getting a paper accepted in HIPC workshop would be quite an accomplishment for any blockchain/AI enthusiast. Check out the details in this poster on submissions.
Great Coding Skills Aren't Enough
Great Coding Skills Aren't EnoughGanesh Samarthyam I have been fortunate to have worked with some geeks with incredible coding skills. I felt amazed at how they can play games with compilers, perform magic with their incantations on the shell, and solve some insanely complex algorithm problems with ease. I naively assumed that they are going to achieve greatness in near future. Alas, I was wrong. Really wrong. [Read the rest of the article ... ]
College Project - Java Disassembler - Description
College Project - Java Disassembler - DescriptionGanesh Samarthyam Many students reach out to me asking for project ideas they can do as a summer project for learning. Here is an interesting project idea - implement your own java disassembler (and expand it to a VM later).
Coding Guidelines - Crafting Clean Code
Coding Guidelines - Crafting Clean CodeGanesh Samarthyam The document discusses various techniques for writing clean code, including formatting code consistently, using meaningful names, writing comments to explain intent, keeping functions focused on single tasks, limiting class and method complexity, and avoiding hardcoded values. It emphasizes habits like adhering to coding standards as a team and writing unit tests. Specific techniques mentioned include consistent formatting, searchable names, avoiding comments as a crutch, limiting function parameters and nesting depth, and preferring classes with cohesive responsibilities. The document recommends several coding standards and style guides.
Design Patterns - Compiler Case Study - Hands-on Examples
Design Patterns - Compiler Case Study - Hands-on ExamplesGanesh Samarthyam This presentation takes a case-study based approach to design patterns. A purposefully simplified example of expression trees is used to explain how different design patterns can be used in practice. Examples are in C#, but is relevant for anyone who is from object oriented background.
Bangalore Container Conference 2017 - Brief Presentation
Bangalore Container Conference 2017 - Brief PresentationGanesh Samarthyam This presentation provides an overview of recently concluded Bangalore Container Conference (07-April-2017). See www.containerconf.in for more details.
Bangalore Container Conference 2017 - Poster
Bangalore Container Conference 2017 - PosterGanesh Samarthyam Bangalore Container Conference 2017 (BCC '17) is the first conference on container technologies in India happening on 07th April. Organizations are increasingly adopting containers and related technologies in production.Hence, the main focus of this conference is “Containers in Production”. This one-day conference sets the perfect stage for container enthusiasts, developers, users and experts to meet together and learn from each others experiences.
Software Design in Practice (with Java examples)
Software Design in Practice (with Java examples)Ganesh Samarthyam Presented in Bangalore Open Java User Group on 21st Jan 2017
Awareness of design smells - Design comes before code. A care at design level can solve lot of problems.
Indicators of common design problems - helps developers or software engineers understand mistakes made while designing and apply design principles for creating high-quality designs. This presentation provides insights gained from performing refactoring in real-world projects to improve refactoring and reduce the time and costs of managing software projects. The talk also presents insightful anecdotes and case studies drawn from the trenches of real-world projects. By attending this talk, you will know pragmatic techniques for refactoring design smells to manage technical debt and to create and maintain high-quality software in practice. All the examples in this talk are in Java.
OO Design and Design Patterns in C++ 
OO Design and Design Patterns in C++ Ganesh Samarthyam This detailed presentation covers OO Design best practices, principles and and Design Patterns in C++.
Bangalore Container Conference 2017 - Sponsorship Deck
Bangalore Container Conference 2017 - Sponsorship DeckGanesh Samarthyam Bangalore Container Conference 2017 (BCC '17) is the first conference on container technologies in India. Organizations are increasingly adopting containers and related technologies in production. Hence, the main focus of this conference is “Containers in Production”. This one-day conference sets the perfect stage for container enthusiasts, developers, users and experts to meet together and learn from each others experiences.
Let's Go: Introduction to Google's Go Programming Language
Let's Go: Introduction to Google's Go Programming LanguageGanesh Samarthyam This document introduces the Go programming language, which was announced by Google in 2009. It summarizes Go's key features, including being a concurrent, garbage-collected systems programming language. It also provides instructions on installing Go and a simple "Hello World" program example. The document highlights some of Go's novel features like interfaces and goroutines and concludes that Go shows promise as a useful systems language.
Google's Go Programming Language - Introduction 
Google's Go Programming Language - Introduction Ganesh Samarthyam This presentation introduces Go to system programmers and cover some of the novel/useful features of the language.
Java Generics - Quiz Questions
Java Generics - Quiz QuestionsGanesh Samarthyam This document contains 5 quiz questions about Java generics with the corresponding answers. It was created by Ganesh Samarthyam from CodeOps to test knowledge of Java generics. Additional contact information for Ganesh and CodeOps is provided at the bottom, including email, social media profiles, phone number and website links.
Java Generics - by Example
Java Generics - by ExampleGanesh Samarthyam This document provides an overview of Java generics through examples. It begins with simple examples demonstrating how generics can be used to define container classes (BoxPrinter) and pair classes (Pair). It discusses benefits like type safety and avoiding duplication. Further examples show generics with methods and limitations like erasure. Wildcard types are presented as a way to address subtyping issues. In general, generics provide flexibility in coding but their syntax can sometimes be complex to read.
Software Architecture - Quiz Questions
Software Architecture - Quiz QuestionsGanesh Samarthyam The document describes an application with a pipe-and-filter architecture pattern where sensor data flows through multiple components that each transform the data before passing it to the next component and finally to a modeling and visualization unit. It then asks questions about software architecture patterns and styles like pipe-and-filter, lambda architecture, decorator pattern, Conway's law, architecture drift, REST, event sourcing, and recommends architecture refactoring when dependency analysis finds numerous cycles and tangles.
Docker by Example - Quiz
Docker by Example - QuizGanesh Samarthyam How well do you know Docker and Docker CLI? Try answering these questions mostly at beginner/intermediate level.
Core Java: Best practices and bytecodes quiz
Core Java: Best practices and bytecodes quizGanesh Samarthyam This presentation covers quiz questions prepared for the Core Java meetup on 1st October in Accion Labs. It has questions from "Java best practices", "bytecodes", and "elastic search".
Recently uploaded (20)
Down the Rabbit Hole – Solving 5 Training Roadblocks
Down the Rabbit Hole – Solving 5 Training RoadblocksRustici Software Feeling stuck in the Matrix of your training technologies? You’re not alone. Managing your training catalog, wrangling LMSs and delivering content across different tools and audiences can feel like dodging digital bullets. At some point, you hit a fork in the road: Keep patching things up as issues pop up… or follow the rabbit hole to the root of the problems.
Good news, we’ve already been down that rabbit hole. Peter Overton and Cameron Gray of Rustici Software are here to share what we found. In this webinar, we’ll break down 5 training roadblocks in delivery and management and show you how they’re easier to fix than you might think.
Edge-banding-machines-edgeteq-s-200-en-.pdf
Edge-banding-machines-edgeteq-s-200-en-.pdfAmirStern2 מכונת קנטים המתאימה לנגריות קטנות או גדולות (כמכונת גיבוי).
מדביקה קנטים מגליל או פסים, עד עובי קנט – 3 מ"מ ועובי חומר עד 40 מ"מ. בקר ממוחשב המתריע על תקלות, ומנועים מאסיביים תעשייתיים כמו במכונות הגדולות.
How Advanced Environmental Detection Is Revolutionizing Oil & Gas Safety.pdf
How Advanced Environmental Detection Is Revolutionizing Oil & Gas Safety.pdfRejig Digital Unlock the future of oil & gas safety with advanced environmental detection technologies that transform hazard monitoring and risk management. This presentation explores cutting-edge innovations that enhance workplace safety, protect critical assets, and ensure regulatory compliance in high-risk environments.
🔍 What You’ll Learn:
✅ How advanced sensors detect environmental threats in real-time for proactive hazard prevention
🔧 Integration of IoT and AI to enable rapid response and minimize incident impact
📡 Enhancing workforce protection through continuous monitoring and data-driven safety protocols
💡 Case studies highlighting successful deployment of environmental detection systems in oil & gas operations
Ideal for safety managers, operations leaders, and technology innovators in the oil & gas industry, this presentation offers practical insights and strategies to revolutionize safety standards and boost operational resilience.
👉 Learn more: https://www.rejigdigital.com/blog/continuous-monitoring-prevent-blowouts-well-control-issues/
Kubernetes Security Act Now Before It’s Too Late
Kubernetes Security Act Now Before It’s Too LateMichael Furman In today's cloud-native landscape, Kubernetes has become the de facto standard for orchestrating containerized applications, but its inherent complexity introduces unique security challenges. Are you one YAML away from disaster?
This presentation, "Kubernetes Security: Act Now Before It’s Too Late," is your essential guide to understanding and mitigating the critical security risks within your Kubernetes environments. This presentation dives deep into the OWASP Kubernetes Top Ten, providing actionable insights to harden your clusters.
We will cover:
The fundamental architecture of Kubernetes and why its security is paramount.
In-depth strategies for protecting your Kubernetes Control Plane, including kube-apiserver and etcd.
Crucial best practices for securing your workloads and nodes, covering topics like privileged containers, root filesystem security, and the essential role of Pod Security Admission.
Don't wait for a breach. Learn how to identify, prevent, and respond to Kubernetes security threats effectively.
It's time to act now before it's too late!
Enabling BIM / GIS integrations with Other Systems with FME
Enabling BIM / GIS integrations with Other Systems with FMESafe Software Jacobs has successfully utilized FME to tackle the complexities of integrating diverse data sources in a confidential $1 billion campus improvement project. The project aimed to create a comprehensive digital twin by merging Building Information Modeling (BIM) data, Construction Operations Building Information Exchange (COBie) data, and various other data sources into a unified Geographic Information System (GIS) platform. The challenge lay in the disparate nature of these data sources, which were siloed and incompatible with each other, hindering efficient data management and decision-making processes.
To address this, Jacobs leveraged FME to automate the extraction, transformation, and loading (ETL) of data between ArcGIS Indoors and IBM Maximo. This process ensured accurate transfer of maintainable asset and work order data, creating a comprehensive 2D and 3D representation of the campus for Facility Management. FME's server capabilities enabled real-time updates and synchronization between ArcGIS Indoors and Maximo, facilitating automatic updates of asset information and work orders. Additionally, Survey123 forms allowed field personnel to capture and submit data directly from their mobile devices, triggering FME workflows via webhooks for real-time data updates. This seamless integration has significantly enhanced data management, improved decision-making processes, and ensured data consistency across the project lifecycle.
Bridging the divide: A conversation on tariffs today in the book industry - T...
Bridging the divide: A conversation on tariffs today in the book industry - T...BookNet Canada A collaboration-focused conversation on the recently imposed US and Canadian tariffs where speakers shared insights into the current legislative landscape, ongoing advocacy efforts, and recommended next steps. This event was presented in partnership with the Book Industry Study Group.
Link to accompanying resource: https://bnctechforum.ca/sessions/bridging-the-divide-a-conversation-on-tariffs-today-in-the-book-industry/
Presented by BookNet Canada and the Book Industry Study Group on May 29, 2025 with support from the Department of Canadian Heritage.
AI Agents in Logistics and Supply Chain Applications Benefits and Implementation
AI Agents in Logistics and Supply Chain Applications Benefits and ImplementationChristine Shepherd AI agents are reshaping logistics and supply chain operations by enabling automation, predictive insights, and real-time decision-making across key functions such as demand forecasting, inventory management, procurement, transportation, and warehouse operations. Powered by technologies like machine learning, NLP, computer vision, and robotic process automation, these agents deliver significant benefits including cost reduction, improved efficiency, greater visibility, and enhanced adaptability to market changes. While practical use cases show measurable gains in areas like dynamic routing and real-time inventory tracking, successful implementation requires careful integration with existing systems, quality data, and strategic scaling. Despite challenges such as data integration and change management, AI agents offer a strong competitive edge, with widespread industry adoption expected by 2025.
Scaling GenAI Inference From Prototype to Production: Real-World Lessons in S...
Scaling GenAI Inference From Prototype to Production: Real-World Lessons in S...Anish Kumar Presented by: Anish Kumar
LinkedIn: https://www.linkedin.com/in/anishkumar/
This lightning talk dives into real-world GenAI projects that scaled from prototype to production using Databricks’ fully managed tools. Facing cost and time constraints, we leveraged four key Databricks features—Workflows, Model Serving, Serverless Compute, and Notebooks—to build an AI inference pipeline processing millions of documents (text and audiobooks).
This approach enables rapid experimentation, easy tuning of GenAI prompts and compute settings, seamless data iteration and efficient quality testing—allowing Data Scientists and Engineers to collaborate effectively. Learn how to design modular, parameterized notebooks that run concurrently, manage dependencies and accelerate AI-driven insights.
Whether you're optimizing AI inference, automating complex data workflows or architecting next-gen serverless AI systems, this session delivers actionable strategies to maximize performance while keeping costs low.
Oracle Cloud Infrastructure Generative AI Professional
Oracle Cloud Infrastructure Generative AI ProfessionalVICTOR MAESTRE RAMIREZ Oracle Cloud Infrastructure Generative AI Professional
Oracle Cloud and AI Specialization Program
Oracle Cloud and AI Specialization ProgramVICTOR MAESTRE RAMIREZ Oracle Cloud and AI Specialization Program
Cisco ISE Performance, Scalability and Best Practices.pdf
Cisco ISE Performance, Scalability and Best Practices.pdfsuperdpz Cisco ISE Performance, Scalability and Best Practices
Crypto Super 500 - 14th Report - June2025.pdf
Crypto Super 500 - 14th Report - June2025.pdfStephen Perrenod This OrionX's 14th semi-annual report on the state of the cryptocurrency mining market. The report focuses on Proof-of-Work cryptocurrencies since those use substantial supercomputer power to mint new coins and encode transactions on their blockchains. Only two make the cut this time, Bitcoin with $18 billion of annual economic value produced and Dogecoin with $1 billion. Bitcoin has now reached the Zettascale with typical hash rates of 0.9 Zettahashes per second. Bitcoin is powered by the world's largest decentralized supercomputer in a continuous winner take all lottery incentive network.
Domino IQ – What to Expect, First Steps and Use Cases
Domino IQ – What to Expect, First Steps and Use Casespanagenda Webinar Recording: https://www.panagenda.com/webinars/domino-iq-what-to-expect-first-steps-and-use-cases/
HCL Domino iQ Server – From Ideas Portal to implemented Feature. Discover what it is, what it isn’t, and explore the opportunities and challenges it presents.
Key Takeaways
- What are Large Language Models (LLMs) and how do they relate to Domino iQ
- Essential prerequisites for deploying Domino iQ Server
- Step-by-step instructions on setting up your Domino iQ Server
- Share and discuss thoughts and ideas to maximize the potential of Domino iQ
Ben Blair - Operating Safely in a Vibe Coding World
Ben Blair - Operating Safely in a Vibe Coding WorldAWS Chicago AWS Community Day Midwest 2025
Ben Blair
Operating Safely in a Vibe Coding World
PyData - Graph Theory for Multi-Agent Integration
PyData - Graph Theory for Multi-Agent Integrationbarqawicloud Graph theory is a well-known concept for algorithms and can be used to orchestrate the building of multi-model pipelines. By translating tasks and dependencies into a Directed Acyclic Graph, we can orchestrate diverse AI models, including NLP, vision, and recommendation capabilities. This tutorial provides a step-by-step approach to designing graph-based AI model pipelines, focusing on clinical use cases from the field.
No-Code Workflows for CAD & 3D Data: Scaling AI-Driven Infrastructure
No-Code Workflows for CAD & 3D Data: Scaling AI-Driven InfrastructureSafe Software When projects depend on fast, reliable spatial data, every minute counts.
AI Clearing needed a faster way to handle complex spatial data from drone surveys, CAD designs and 3D project models across construction sites. With FME Form, they built no-code workflows to clean, convert, integrate, and validate dozens of data formats – cutting analysis time from 5 hours to just 30 minutes.
Join us, our partner Globema, and customer AI Clearing to see how they:
-Automate processing of 2D, 3D, drone, spatial, and non-spatial data
-Analyze construction progress 10x faster and with fewer errors
-Handle diverse formats like DWG, KML, SHP, and PDF with ease
-Scale their workflows for international projects in solar, roads, and pipelines
If you work with complex data, join us to learn how to optimize your own processes and transform your results with FME.
Your startup on AWS - How to architect and maintain a Lean and Mean account
Your startup on AWS - How to architect and maintain a Lean and Mean accountangelo60207 Prevent infrastructure costs from becoming a significant line item on your startup’s budget! Serial entrepreneur and software architect Angelo Mandato will share his experience with AWS Activate (startup credits from AWS) and knowledge on how to architect a lean and mean AWS account ideal for budget minded and bootstrapped startups. In this session you will learn how to manage a production ready AWS account capable of scaling as your startup grows for less than $100/month before credits. We will discuss AWS Budgets, Cost Explorer, architect priorities, and the importance of having flexible, optimized Infrastructure as Code. We will wrap everything up discussing opportunities where to save with AWS services such as S3, EC2, Load Balancers, Lambda Functions, RDS, and many others.
Artificial Intelligence in the Nonprofit Boardroom.pdf
Artificial Intelligence in the Nonprofit Boardroom.pdfOnBoard OnBoard recently partnered with Microsoft Tech for Social Impact on the AI in the Nonprofit Boardroom Survey, an initiative designed to uncover the current and future role of artificial intelligence in nonprofit governance.
Trends Artificial Intelligence - Mary Meeker
Trends Artificial Intelligence - Mary MeekerClive Dickens Mary Meeker’s 2024 AI report highlights a seismic shift in productivity, creativity, and business value driven by generative AI. She charts the rapid adoption of tools like ChatGPT and Midjourney, likening today’s moment to the dawn of the internet. The report emphasizes AI’s impact on knowledge work, software development, and personalized services—while also cautioning about data quality, ethical use, and the human-AI partnership. In short, Meeker sees AI as a transformative force accelerating innovation and redefining how we live and work.
Oracle Cloud Infrastructure AI Foundations
Oracle Cloud Infrastructure AI FoundationsVICTOR MAESTRE RAMIREZ Oracle Cloud Infrastructure AI Foundations