Supercharge Deep Vision Algorithms with Intel oneAPI AI Toolkit

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Supercharge Deep Vision Algorithms with Intel oneAPI AI Toolkit

Introduction

In this article, we will be discussing various topics related to technology partnerships, software development, and the Intel ecosystem. We will explore the prerequisites for a workshop, the outline of the workshop, and details about an upcoming hackathon. Additionally, we will provide an introduction to Boston, a global company specializing in high-performance computing and AI servers. We will also delve into the concept of heterogeneous computing and the importance of the OneAPI ecosystem. Finally, we will talk about DevCloud, a platform essential for developers, and highlight the tools and libraries available within the OneAPI ecosystem. Furthermore, we will discuss the benefits of the Intel Software Innovator Program and how it plays a crucial role in promoting innovation and providing support to aspiring developers and researchers.

Prerequisites for the Workshop

Before delving into the workshop, let's take a look at the prerequisites that participants need to be aware of. The workshop will involve hands-on activities, so it is important to have the necessary prerequisites in place. These include registering for DevCloud and OneAPI to access the required environments for the workshop. Participants should ensure that they have the correct URL for DevCloud and OneAPI, and they should have some knowledge of machine learning and Python. Although prior experience in these areas is beneficial, newcomers need not worry as they will be able to catch up. Participants who prefer not to use the OneAPI DevCloud can also opt for a local installation using Anaconda or Miniconda. The process can be easily found by searching for the OneAPI Conda environment installation Tutorial. It involves adding the Intel Channel and downloading the Intel-optimized libraries.

Workshop Outline

The workshop will be divided into several sections to cover all the essential topics. The first part will focus on understanding OneAPI and heterogeneous computing from a data science perspective. We will explore the reasons why OneAPI is crucial in the field of data science and how it enhances high-performance computing in various domains. Following this, we will dive into the practical aspects of using DevCloud as a platform for running workloads. We will learn how to set up and use the welcome IPython notebook for running small workloads related to training deep learning models such as DC-GANs and Vision Transformers.

In addition to the technical aspects, we will introduce a hackathon that will give participants the opportunity to showcase their skills and win exciting prizes. Further details and instructions about the hackathon will be shared during the workshop.

Hackathon Details

Now, let's talk about the hackathon in detail. This is an exciting event designed for all workshop participants to participate in and potentially win some goodies. The challenge is focused on video analysis and detection of objects using the YOLO algorithm. Participants will be provided with a video recorded by the instructors, which contains several random objects. The goal is to download the video and use TensorFlow Hub or any other preferred algorithm to perform inference on the objects. The emphasis is on achieving faster inference by selecting the right algorithm and leveraging the power of the OneAPI platform. To participate in the hackathon, participants need to register for DevCloud and submit their IPython notebook with the inference results to the organizers before the specified deadline. The winners will be announced based on the evaluation of the submitted results, and the top participant will receive an Apple Watch as the prize.

Boston: An Introduction

Before we delve further into OneAPI and heterogeneous computing, let's take a moment to familiarize ourselves with Boston, a UK-based MNC company. Boston operates globally and specializes in high-performance computing, AI servers, and related products. It is important to note that Boston is a separate entity and should not be confused with BCG. Boston focuses on providing AI servers and high-performance servers, specifically targeting domains such as BFSI and retail. With branches in Mumbai and Bangalore, as well as locations in the UK, Boston caters to the global market and offers a wide range of products for various computing needs.

OneAPI: Heterogeneous Computing

OneAPI is a powerful tool that enables developers to write code in a single language and target different hardware architectures. It aims to unify programming models and eliminate the need for Middleware and multiple frameworks. As data scientists and engineers, we often rely on GPUs to accelerate our code. However, traditional frameworks and libraries are designed primarily for GPU operations, resulting in suboptimal performance on other architectures. OneAPI addresses this issue by providing a unified programming environment that allows code to be executed on different hardware architectures, including GPUs, FPGAs, and CPUs. By leveraging the capabilities of OneAPI, developers can optimize their applications for performance, scalability, and resource utilization.

Introduction to DevCloud

DevCloud is a platform that provides developers with access to a wide range of tools and resources for building applications on the OneAPI ecosystem. It offers a convenient and scalable environment for running workloads, testing code, and experimenting with different frameworks and libraries. DevCloud supports both data Parallel C++ and the Intel Distribution of Python, allowing developers to choose the programming environment that suits their needs. By utilizing DevCloud, developers can take full advantage of the capabilities of OneAPI and optimize their applications for various hardware architectures. The DevCloud platform is easily accessible and provides a seamless experience for developers looking to explore and implement the power of OneAPI.

Tools and Libraries in the OneAPI Ecosystem

The OneAPI ecosystem offers a wide range of tools and libraries that developers can leverage to optimize their applications and achieve accelerated performance. Some of the key tools and libraries include:

OneDNN: OneDNN (oneAPI Deep Neural Network Library) is integrated into popular deep learning frameworks such as TensorFlow and PyTorch. It provides optimized performance for deep learning workloads on both CPUs and GPUs.
Intel Math Kernel Library (Intel MKL): Intel MKL is a set of highly optimized mathematical functions and routines that accelerate computations in various scientific and engineering applications. It is designed to provide high-performance linear algebra, fast Fourier transforms, and other computational capabilities.
OpenVINO: OpenVINO (Open Visual Inference and Neural Network Optimization) is an inference optimization toolkit that allows developers to deploy trained models more efficiently. It provides support for various hardware platforms and enables real-time inference across a wide range of applications, including computer vision and edge computing.

These tools and libraries, along with many others available in the OneAPI ecosystem, empower developers to unlock the full potential of their applications and achieve superior performance across different hardware architectures.

Benefits of the Intel Software Innovator Program

The Intel Software Innovator Program is a prestigious initiative that recognizes and supports talented developers, researchers, and innovators in the field of technology. By joining the program, participants gain access to a wealth of resources, including engineering support, early access to Intel technologies and information, and opportunities to showcase their projects and ideas. The program provides a platform for networking with fellow innovators, Intel product teams, and industry experts, fostering collaboration and knowledge sharing. Additionally, participants may receive sponsorships to Present their work at key conferences and events, further enhancing their visibility in the industry. Through various awards and certificates, the program recognizes and acknowledges the achievements of its members, inspiring them to continue their journey of innovation and excellence.

In conclusion, the Intel Software Innovator Program offers a unique opportunity for aspiring developers and researchers to take their projects to new heights, gain industry recognition, and contribute to the advancement of technology. Whether you specialize in IoT, graphics, AI, or Game development, this program provides the necessary support, resources, and networking opportunities to fuel your passion and drive innovation in your respective fields.

Highlights:

OneAPI provides a unified programming environment for targeting different hardware architectures.
DevCloud is a platform that offers developers tools and resources for building applications on the OneAPI ecosystem.
The OneAPI ecosystem includes tools and libraries such as OneDNN, Intel MKL, and OpenVINO.
The Intel Software Innovator Program recognizes and supports talented developers, researchers, and innovators in the field of technology.

FAQ:

Q: What are the prerequisites for the workshop? A: Participants need to register for DevCloud and OneAPI, have a basic understanding of machine learning and Python, and set up the necessary environments for the hands-on activities.

Q: What is the hackathon about? A: The hackathon involves video analysis and object detection, using the YOLO algorithm. Participants need to download a provided video, perform inference on the objects, and submit their results for evaluation.

Q: What are the benefits of the Intel Software Innovator Program? A: The program provides engineering support, early access to Intel technologies, networking opportunities, sponsorships for conferences, and recognition through awards and certificates. It is a platform for promoting innovation and collaboration.

Q: How can I apply for the Intel Software Innovator Program? A: Interested individuals can apply by visiting the Intel Software Innovator Program website and following the application process outlined there.

Q: Is the OneAPI ecosystem suitable for edge computing? A: Yes, the OneAPI ecosystem includes tools like OpenVINO specifically designed for edge computing, enabling efficient inference and deployment of deep learning models on edge devices.

Q: What types of projects can be showcased on DevMesh? A: DevMesh is a project portal that allows developers to showcase their projects in various fields, including IoT, AI, machine learning, and HPC. It provides a platform for sharing ideas and collaborating with the community.

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