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Deep learning technology is in the ascendant, and a new round of AI development and application is in full swing. Globally, the number of open source projects is growing exponentially, and AI and open source are closely integrated.

In the past few years, Amazon Cloud Technology has many open source projects and practical experience in the AI field, such as AutoGluon, DeepRacer, DGL, etc. At present, standing at the crossroads of the next decade of open source, how will artificial intelligence technology develop?

Amazon Cloud Technology Community Day!

Amazon Cloud Technology Community Day is a carnival day belonging to the community. With the development of machine learning technology, due to the extremely large amount of data used to train algorithms, how to systematically solve the complex problems of large-scale machine learning? How does the graph neural network invested by many research institutions and major manufacturers land? What good methods and open source tools does Amazon Cloud Technology have to face the dilemma of artificial intelligence landing? The answers to all these questions can be found on the site of Amazon Cloud Technology Community Day.

celebrities are here!

In this issue of Amazon Cloud Technology Community Day, in addition to bringing you cutting-edge open source AI technology sharing, we will also introduce you to a new celebrity: from Freewheel, elected as Amazon Cloud Technology Machine Learning Hero——
Wu Lei, also the first ML Hero in China👏🏻

meeting time: 2021, June 26 (Saturday), 13:30-17:00
Conference Venue: Ballroom 4F, Holiday Inn Shanghai Gujing, Putuo District, Shanghai

timescheduleName of lecturerLecturer title
13:00-13:30Sign in
13:30~13:40Preheating
13:40~14:20Amazon's contribution and practice in the field of open source machine learningWang YuboChief Developer Evangelist, Amazon Cloud Technology
14:30~15:10Exploration and Research of Deep Map in Artificial IntelligenceWang NixieSenior Application Scientist, Amazon Cloud Technology
15:10~15:30Tea break + lottery
15:30~16:10Application and landing of large-scale machine learning in computational advertisingWu LeiFreeWheel machine learning team leader
16:20~17:00Practical application of graph neural network and DGLZhang JianSenior Data Scientist at Amazon Cloud Technology
17:00~17:30Q&A+ lucky draw

Summary of lectures
"Amazon's Contributions and Practice in the Field of Open Source Machine Learning"
In recent years, machine learning and open source are accelerating their promotion and integration. The rapid development of machine learning technology has promoted the prosperity of the open source ecosystem, and the development of open source technology has also promoted the rapid popularization of machine learning technology. As the world's leading open source contributor to machine learning, Amazon contributes to open source in many fields such as data, algorithms, models, and tools. At the same time, it also empowers developers to accelerate the development of open source machine learning applications through Amazon Cloud Technology.

"Exploration and Research of Deep Map in Artificial Intelligence"
The success of artificial intelligence is inseparable from the wide application of deep learning. If deep learning in the past ten years has mainly focused on unstructured data such as images and text, then the birth of Graph Neural Networks in recent years has marked the beginning of deep learning into the field of structured data. This report will sort out the basic principles of this "deep + graph" new algorithm and its many application scenarios. We will focus on introducing Deep Graph Library (DGL), an open source computing framework for deep graph learning developed by Amazon Cloud Technology Shanghai Institute of Artificial Intelligence, and share some of our experience and results for the developer community.

"The Application and Landing of Large-scale Machine Learning in Computational Advertising"
Inventory forecasting plays a pivotal role in the field of computing advertising. Whether it is brand advertising or performance advertising, inventory forecasting has laid a solid foundation for supply and demand planning and bidding strategies. FreeWheel is committed to building a computing advertising platform that integrates product and efficiency, and provides advertising services to thousands of customers around the world, with a daily volume of 1 billion. The difficulties and challenges of advertising inventory prediction come from many aspects. The first is the explosion of dimensions brought about by the combination of directional conditions, the second is the long forecasting cycle, and the second is the massive data processing introduced by the combination of these two factors. Analysis and model training. "The Application of ML in Computing Advertising" will take you to face these challenges together, and use the power of open source to solve one after another difficult problems, so stay tuned.

"Challenges and Thoughts of Graph Neural Network and DGL in Actual Landing Projects"
With the revolutionary development of Graph Neural Network (GNN), its application in real-world business scenarios has become more and more extensive. However, the process of converting the latest achievements in the academic field into real-world business results is full of challenges. As an open source tool for graph neural networks, DGL also encountered many challenges in helping the industry successfully use graph neural networks. This speech will combine the experience of DGL core community members and data scientists of Amazon Cloud Technology in actual GNN landing projects, and introduce the challenges encountered by GNN+DGL in real cases and our thinking. And hope to use this to attract the attention of the whole community to these challenges, and jointly promote the promotion and development of GNN and DGL.

If you want to learn about the latest developments in artificial intelligence in open source, and have face-to-face in-depth exchanges with AI technical experts and industry elites, sign up for the conference now!
Amazon Cloud Technology Community Day 2021 looks forward to meeting you again!

Click on the link below to sign up for the conference now:
https://aws.amazon.com/cn/about-aws/events/0626-sh-community-day/

Blockbuster benefits are coming at the end of the article
A technological feast for developers
Touch the future + In-depth study of Beijing & Shanghai

We sincerely invite you to participate in the developer community forum of the Amazon Cloud Technology China Summit in 2021 "Building a New Pattern and Reshaping the Cloud Era". The Amazon cloud technology developer community has always stood shoulder to shoulder with the open source community to gain insights into the development trend of cutting-edge technology, continue to improve technical capabilities, and promote rapid business changes. It will also share cutting-edge information for customers and developers through various activities and exchanges in technology Grow together in China.
Click to register now
https://aws.amazon.com/cn/about-aws/events/summit2021/index_dev_sf/


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