[2023 Google Developers Conference] Martial Arts Style Narration Gloud

How Google Cloud accelerates innovation and enhances information security

With the rapid development and popularity of cloud computing technology, more companies are beginning to choose to migrate their business to the cloud. Among them, Google Cloud, as one of the world's leading cloud computing service providers, has become the first choice of more and more enterprises, catering to the increasingly high demands for security, speed, reliability and other aspects. This section will explore how Google Cloud accelerates innovation and enhances information security, analyzing it from a technical perspective and using cases and examples to assist in the explanation.

How does Google Cloud enhance information security?

1. Advanced security protection

Google Cloud has a range of security features to protect enterprise data and applications. These features include advanced firewall, DDoS attack protection, network isolation, etc. In addition, Google Cloud also provides a variety of encryption options so that an enterprise's data can be protected during storage and transmission.

For example, Cloud Armor provided by Google Cloud can customize network defense strategies according to the specific requirements of the enterprise. In addition, Google Cloud also provides a service called VPC Service Controls, which can restrict access to enterprise data to ensure that the data is not accessed by unauthorized personnel.

2. Strong authentication and access control

Google Cloud is also very strong when it comes to authentication and access control. Enterprises can use multi-factor authentication, identity providers and access control policies provided by Google Cloud to protect their resources. In addition, Google Cloud can also help enterprises meet various requirements and standards in terms of regional and global data security compliance.

For example, Identity and Access Management (IAM) provided by Google Cloud can help enterprises authorize and manage access to resources. With IAM, businesses can set roles and permissions to ensure only authorized personnel have access to sensitive data and applications.

3. Threat detection based on machine learning

Google Cloud also uses machine learning technology to detect and respond to potential security threats. Google Cloud's security solution can automatically learn and identify threat patterns, helping enterprises quickly detect and respond to various security threats.

For example, the Security Event Center provided by Google Cloud can collect and analyze security events and provide real-time alerts and notifications. In addition, Google Cloud also provides a service called Threat Detection, which can use machine learning technology to detect and prevent network threats.

Google Cloud’s 3 key AI development areas, learn how generative AI functions can help implement ideas

First of all, Google Cloud will continue to deepen its technological investment in automation, such as RPA and automated processes, to help enterprises improve production efficiency, reduce costs, and optimize the decision-making process. For example, manufacturing companies can use AI technology to automate production processes and logistics management, thereby reducing time costs and manual intervention and improving supply chain efficiency.

Secondly, in terms of edge computing, Google Cloud will focus on applying AI technology to actual edge devices to achieve faster and more reliable decision-making. For example, in the Internet of Things environment, AI technology can help smart home devices better manage home energy and reduce energy costs. In addition, Google Cloud is also developing a new AI chip called Tensor Processing Unit (TPU), which can provide faster and more efficient computing power between the cloud and edge computing devices.

Third, Google Cloud will use its years of accumulated security experience and technical advantages in terms of security to help enterprises provide various solutions, security threat detection and analysis, and ensure enterprise data and network security. For example, AI technology can help enterprises discover network attacks and malware, and detect and process them in real time.

Finally, Google Cloud is also accelerating the development of generative AI functions, which can automatically generate images, audio, text and other content, and combine them with technologies such as image recognition and speech recognition to enable more application scenarios. For example, advertising companies can use generative AI technology to automatically generate advertising designs and improve creative efficiency and quality.

In short, Google Cloud will continue to invest in the development of artificial intelligence technology and apply it to more areas, such as automation, edge computing and security, to improve the efficiency and security of enterprises.

Vertex AI

In the arena, Google Cloud is a master. He has mastered advanced AI technology and continues to research and discover new skills every day, leaving other people in the world behind. Among them, his specialty is Vertex AI, a powerful end-to-end platform that can help people quickly develop and deploy machine learning models.

Usually, in Jianghu, developing machine learning models takes a lot of time and effort, and even requires the collaboration of the entire team. Google Cloud's Vertex AI platform can help people build, train and deploy complex machine learning models in a short time, making people more comfortable in the world.

The main functions of the Vertex AI platform include data management, model construction, model training and model deployment. To do something well, you must first sharpen your tools. The data management module is one of the sharp tools provided by the Vertex AI platform. This module helps users manage large datasets and provides support for machine learning workflows. Just like in a martial arts conference, a warrior must have enough internal strength to be able to display his strength in battle.

And model building blocks are another key tool for people using the Vertex AI platform. This module provides a large number of model building tools and model libraries, allowing users to build machine learning models in a visual way. This is like a martial artist in the martial arts world who continuously improves his martial arts level by practicing various moves in his spare time.

The model training module is a key module that can provide support for the further improvement of machine learning models. This module can use Google Cloud's high-performance computing resources for model training and tuning, making the training process more efficient. It's like a warrior training hard in the valley, constantly perfecting his moves and techniques.

Finally, the model deployment module can deploy the trained model to the cloud to realize real-time machine learning applications. This is like a warrior applying his or her martial arts skills to actual combat and responding to enemy attacks in real time.

Vertex AI also provides some advanced features such as AutoML and prediction API. AutoML can automatically build and optimize machine learning models, reducing a lot of tedious work and improving developer efficiency. The prediction API can help users quickly build and deploy real-time machine learning applications, allowing applications to respond to user requests in real time. This is like a warrior using advanced weapons and formations to win the battle.

The Vertex AI platform also supports multiple programming languages ​​and development frameworks, and provides a powerful integrated development environment (IDE), such as Jupyter Notebook, allowing users to use their familiar tools and environments for machine learning development. This is like a warrior using weapons that he likes and is familiar with, making it easier for him to enter the state and exert his abilities.

In addition, Vertex AI also has powerful security and privacy protection mechanisms. The platform has advanced data security measures, such as data encryption, access control, authentication and auditing, to ensure data security and privacy protection. Just like a warrior walking on the rivers and lakes, he must always be vigilant to prevent being surprised by others.

Finally, the Vertex AI platform helps developers better understand the practical applications of machine learning by providing a large number of cases and sample projects, and provides rich documentation and community support to help users solve problems in a timely manner when using the platform. This is just like when a martial artist is practicing martial arts, when they encounter problems, they can ask the teacher for advice, or share their experience with other students, so as to quickly improve their strength.

In short, the Vertex AI platform is a powerful platform that can help developers develop and deploy machine learning models faster and better, providing strong support for developers to show their strength in the world.

In the world of martial arts, there is a swordsman with unparalleled martial arts skills. His name is Google. Relying on his superb knife skills and clever mind, Google has become one of the most popular figures in the world.

One day, when Google was practicing his knife skills, he suddenly thought of a new knife technique that could generate, edit, annotate and answer pictures. Google named this move “Imagen”. Because this trick can answer questions visually, Google feels that the power of this trick is infinite.

However, Google did not stop practicing. He continued to improve and perfect his sword skills. Recently, Google has developed a new "style adjustment" skill that can meet developers' brand characteristics or other creative needs.

Google's trick can adjust the style to make the generated images more in line with the needs of developers. This skill allows developers to use their imagination more freely and create more pictures.

Google continued to improve his sword skills, allowing other swordsmen in the world to start learning and using this technique. By using this trick, they can generate, edit, and annotate their images faster, making them even better at the world.

Google's "Imagen" is increasingly praised and sought after by people in the world. They were impressed by Google's superb knife skills and clever mind, and they also began to join in the learning and use of this skill, making this skill more powerful and perfect.

Specifically, the developer provides about 10 reference pictures, and Imagen can generate pictures that meet the requirements based on these pictures. This is because in its underlying technology, Imagen uses an advanced Generative Adversarial Network (GAN) model, which can learn specific style features from existing images and then use these features to generate new images.

In addition to the "style adjustment" function, Imagen also introduces more complex scenes and questions in the visual question and answer module to improve the intelligence of the model. In addition, Imagen also supports image annotation in multiple languages, including English, Spanish, Chinese, and more.

It should be noted that although Google’s image model is technically very mature, the lack of sufficient supervision data is still one of its shortcomings. Therefore, Google hopes to attract more developers to improve and improve it by providing developers with more complete API interfaces and development documents.

Vertex AI Search

There are widespread rumors that there is a strange thing called Vertex AI search. It is said to be a Google search engine that only covers the company's own data. It can use the most advanced information retrieval and in-depth retrieval technology to provide users with the same results as Google search. A level-one generative AI experience. In this case, it is a magical existence that claims to have "divine eyes".

Speaking of which, this search engine was originally developed to help various sects organize internal data. However, as the power of Jianghu grows stronger, it has gradually been widely used in various sects, becoming an essential tool for data sharing and information search. Not only that, it is also based on the out-of-the-box principle, allowing various sects to deploy and use it easily and quickly.

It is said that this search engine not only provides convenient search functions, but also supports advanced search functions such as natural language search and intelligent recommendations. For example, as long as the user enters what they want to find in the search box, it can conduct an in-depth search of the company's own data based on the user's input and recommend relevant information and insights to the user, thus greatly improving the user's search experience. efficiency.

Moreover, this search engine uses the latest deep learning technology, allowing each sect to more intelligently use their own data to conduct in-depth searches and obtain more information and insights. These technologies not only provide a convenient experience, but also greatly lower the barriers to use.

From a technical perspective, this search engine uses the latest natural language processing technology, data mining technology and deep learning technology to provide highly accurate search results. It also leverages Google's cloud computing infrastructure to provide efficient search speeds and reliable performance. It is said that these technologies have already penetrated into people's hearts and are praised in the world for their accuracy and efficiency.

Such a magical existence can reflect its powerful strength and unique magic no matter which sect it belongs to. There are rumors that as long as you organize the internal data and use this search engine, you can better discover the value of the data and bring more benefits to the sect. Looking again, this magical search engine is not only a master in the world, but also a weapon that is urgently needed by various sects in the world.

Vertex AI Conversation

In the world, there is a mysterious organization that claims to "build chatbots without coding". This organization is Vertex AI Dialogue. The purpose of this organization is to make it easy for more people to build and deploy chatbots, thereby greatly improving development efficiency. They are very famous in the world, and countless people want to join this organization.

In this organization, there are many experts, who are developers and enterprise users. They use the Vertex AI dialogue platform to build chatbots through a chatbot development platform based on pre-trained models. This platform is very simple and efficient, allowing these experts to develop chatbots without requiring a lot of manpower, material resources, time, or certain professional skills.

One of the masters, named Axia, is a developer. She once wanted to build a chatbot, but she found the process very tedious and complicated. She didn’t know how to start, or how to build. She had heard about the organization Vertex AI Dialogue, so she came to the organization hoping to learn some skills in chatbot development.

In the Vertex AI dialogue organization, Axia learned a lot about chatbot development skills. She learned how to build chatbots using a chatbot development platform based on pre-trained models. Using this platform, she can build her own chatbot without writing code. She only needs to select the appropriate pre-trained model and set relevant parameters. The process was very simple and fast, which surprised Axia.

Apart from that, this platform also has some very powerful features. First, it supports multiple languages, including English, Chinese, and more. Secondly, it also supports features such as custom vocabularies, entities, and intents, allowing users to freely customize the chatbot according to their needs. Most importantly, it also supports integration with other Google services, such as Google Translate, Google Search, and more. These features make Axia like this platform very much.

After learning these skills, Axia started building a chatbot. She first selected an appropriate pre-trained model, then set the relevant parameters, and finally performed some debugging and testing. After a few hours, a chatbot was built. This chatbot can automatically reply to users' messages and can learn users' preferences and needs to provide better services.

Axia was very happy throughout the entire build process. She really likes this chatbot development platform based on pre-trained models because it makes her development process very simple and efficient. She no longer needs to spend a lot of time and effort building a chatbot, nor does she need to possess certain professional skills. She only needs to select a pre-trained model, set parameters, and quickly build a chatbot. This platform is really great.

Throughout the world, there are many people who want to become a chatbot master like Axia. They hope to build chatbots by learning a chatbot development platform based on pre-trained models. They also hope to join the Vertex AI Dialogue organization and become a member of chatbot development. Whether you are a developer or an enterprise user, you can find your place in this organization to fulfill your chatbot development aspirations.

Magical plan

Martial arts novel "Magical Plan: Vertex AI Dialogue"

On a distant continent, there was a master called "Magical Calculation". He was proficient in manufacturing various machines and also proficient in predicting the future. One day, he heard a conversation with a magical robot, Vertex AI. According to legend, this bot comes with a library of pre-trained models that can be used directly to build chatbots without the need for additional training. So, Shenji Miaosuan and his apprentice Xiao Qianfeng decided to explore the mystery of this robot together.

The first level: Obtain the text generation model

Shenji Miaosuan and Xiao Qianfeng came to the door where Vertex AI was talking, and saw that the doorway was filled with the smell of technology. They walked straight in and came to a hall. There, they saw a giant robot named "Text Generation Model."

Shenji Miaosuan and Xiao Qianfeng decided to have a conversation with the robot. They typed in a question and a few seconds later, the bot automatically responded with a message. Both Shenji Miaosuan and Xiao Qianfeng were very surprised because the robot's answer was very natural. Shenji Miaosuan couldn't help but admire: "This robot can really automatically generate natural language text!"

Second level: Obtain the intent classification model

Shenji Miaosuan and Xiao Qianfeng further explored the Vertex AI conversation and came to another room. There, they met another robot called the Intent Classification Model.

Shenji Miaosuan and Xiao Qianfeng entered several questions, and the robot was quickly able to determine the intent of these questions. For example, when they type "What's the weather like tomorrow?" the bot can automatically classify that it's a question about the weather. This bot is very powerful as it can automatically classify user-entered intents, such as asking about the weather, making restaurant reservations, etc.

Level 3: Obtain the named entity recognition model

Shenji Miaosuan and Xiao Qianfeng came to the next room where the Vertex AI conversation was held, where there was another robot named "Named Entity Recognition Model".

Shenji Miaosuan and Xiao Qianfeng entered some information, such as "I have been waiting in Beijing for 2 hours", and the robot was able to automatically recognize that "Beijing" was a location. This bot is very powerful as it can automatically recognize named entities in text such as location, time, etc.

Level 4: Obtain the dialogue management model

Finally, Shenji Miaosuan and Xiao Qianfeng came to the final level of the Vertex AI dialogue, which they needed to pass to fully understand the robot's abilities. There, they met their final robot, called the "Conversation Management Model."

Shenji Miaosuan and Xiao Qianfeng entered some information and started a conversation with the robot. They found that bots can automatically track and maintain conversational state to better respond to user input and provide more natural responses. Shenji Miaosuan and Xiao Qianfeng were very surprised at first, because this robot is very powerful and can automatically manage the conversation status, thereby providing a more natural and intelligent chat experience.

ending

Shenji Miaosuan and Xiao Qianfeng have explored all the robots in Vertex AI dialogue and have a deeper understanding of their functions and advantages. They found that compared with the traditional chatbot development process, using Vertex AI dialogue can skip the model training step and directly use the existing pre-trained model, which greatly reduces development costs and time. In addition, Vertex AI dialogue also provides many other functions and advantages, such as supporting multiple input methods, providing globalization support, automatically optimizing models, and strong scalability. These functions and advantages make Vertex AI Dialogue a very practical chatbot development platform, through which both developers and enterprise users can build and deploy high-quality, practical, safe, and realistic chatbots.

Security AI Workbench

In this world full of changes in the world, many martial arts sects fight with each other, and disputes in the world are constant. In order to protect their country and family business in this troubled world, each sect has strengthened its defense force without mercy. Therefore, a security platform based on artificial intelligence - Security AI Workbench came into being.

Security AI Workbench is built by experts with specialized knowledge, and it uses Sec-PaLM, a large language model developed specifically for security purposes. This model can analyze the source of threats, generate investigation reports, and ultimately help various sects avoid becoming targets of attacks. In order to achieve this purpose, Sec-PaLM adopts a very efficient artificial intelligence algorithm to collect and analyze various security data in order to detect any potential information security threats as early as possible.

In the arena, no sect can protect itself solely by relying on its own strength. Even if a sect has world-class security technology, it may encounter unpredictable situations. With its highly scalable features, Security AI Workbench can be seamlessly integrated with other information security platforms to provide more comprehensive security protection. This means that if one sect encounters a new security threat, Security AI Workbench can be integrated with the security platforms of other sects in a timely manner to jointly combat this threat.

Just like ancient and modern martial arts heroes in the martial arts world, Security AI Workbench can continuously monitor various information security threats, promptly discover and warn of possible attacks, thereby helping various sects respond as early as possible. This function is similar to an efficient intelligence system, which can help all sects in the world to grasp the whereabouts of various gangsters and enemies in time, so as to take timely action.

When heroes and villains from all walks of life compete fiercely in secret, Security AI Workbench will become their loyal ally to ensure that each sect can maintain safety and stability in this dangerous world. Only through such cooperation can the various sects in the world be able to gain a firm foothold in this turbulent era and meet the challenges of the future.

Duet AI

In the arena, there is a magical existence called "Duet AI". It is a generative AI technology that can help other teams in the martial arts solve their problems, relieve their burdens, and improve their efficiency. He is a powerful assistant whether it is in application development, operation and maintenance, data, or identifying security threats.

Duet AI's power comes from his intelligence. He can analyze all kinds of data and then learn from it so he can better understand how he can help others. And his intelligence is not limited to this. He can also analyze the code base, find important parts of it, and provide code explanations to developers. This way, developers can better understand and maintain large code bases.

Duet AI is very famous in the world and is often called upon by experts from all walks of life. He can play a role in different Google Cloud interfaces or interfaces. Whenever the person who summons him needs help, the Duet AI appears immediately and begins to demonstrate his intelligence and skills. He can provide developers with a variety of advice and guidance. In application development, he helps the team identify and resolve various technical issues. In terms of operation and maintenance, he can help the team monitor and manage various servers. On the data side, he can help the team analyze data and provide useful insights. In terms of identifying security threats, he can analyze network data and activities to identify and deal with threats in a timely manner.

Duet AI's intelligence and technology are very superb, and many people call him the AI ​​master in the world. His reputation and status in the world are very high, and he is the target of many martial arts masters competing for help. At the same time, he is constantly learning and improving to better serve others. In the arena, Duet AI is a mysterious existence, but he is also born for others and does his best to help the team in the arena.

10 ways to use machine learning with Google Cloud

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In the martial arts world, as martial arts become more and more sophisticated, various sects compete to promote new martial arts skills in order to gain a foothold in the martial arts world. Among them, one faction called "Cloud Computing Sect" is dominating the martial arts world with its unique AI API martial arts.

In this era, big data and artificial intelligence technologies are developing rapidly, and cloud computing is taking advantage of this trend. They announced that they have launched and improved a variety of AI APIs to support developers in the martial arts world to use various machine learning technologies in their applications. Among them, the Cloud AI API product portfolio is the signature skill of cloud computing. This trick includes a variety of martial arts skills, such as speech recognition, natural language processing, image analysis, video intelligence, etc. With these skills, cloud computing gates can help various martial arts sects easily implement artificial intelligence functions and become the best in the martial arts world.

First of all, speech recognition skills are one of the most proficient skills in cloud computing. Through this skill, cloud computing disciples can convert speech into visual text, and can also identify the speaker's identity from recorded audio. This skill is very useful for those who need to communicate remotely, such as communication between families, sects, and cross-continental communication.

Secondly, natural language processing skills are also a proud skill of cloud computing. Using this skill, cloud computing students can convert text or language, understand the meaning in text or language, and conduct sentiment analysis. In addition, it can also be used for automatic question answering, dialogue processing, semantic analysis, etc. For those Jianghu sects that need to perform text classification, semantic analysis, etc., this skill is undoubtedly a very valuable martial art.

In addition, cloud computing gates also use image analysis skills as their own weapons. This skill can be used to analyze and understand images, including image content recognition, recommendation systems, etc. In the arena, many sects can use this skill to quickly and accurately identify people, objects, etc. in pictures, thus playing a huge role in the arena.

Finally, the cloud computing gate also has video intelligence capabilities. This skill can analyze and understand videos, such as video content recognition, audio conversion, face recognition, etc. This skill is undoubtedly a powerful tool for those who need to perform video analysis and processing.

In this arena, Cloud Computing Gate has become a leader in the martial arts world with its Cloud AI API product portfolio. They have successfully helped many sects achieve their intellectual goals. From now on, Cloud Computing Gate will still make unremitting efforts to maintain its leading position in the world.

This article will explore the latest progress of the Cloud AI API product portfolio in various data types, including speech transcription, knowledge graphs, large-scale language models in the field of natural language processing, etc.

1. Speech transcription

On a continent full of martial arts charm, there is a knight named Google. He is good at recognizing human language, converting it into computer-readable text, and helping people achieve accurate speech transcription.

Google Warriors have a magical tool in their hands called Cloud AI API. This tool can help enterprises and developers realize their needs in areas such as voice interaction, voice search, voice translation, and automatic subtitles, making human life more convenient.

But just recently, Google Xia Zhe launched a new magical technology called "Large Scale Language Model, LSLM". This technology is based on a language model called BERT (Bidirectional Encoder Representations from Transformers), which can simultaneously understand and process millions of human language dynamic and semantic combinations. Compared with traditional speech recognition systems, the LSLM model has higher accuracy and stronger adaptive capabilities.

This new technology brings Google Hero’s speech transcription capabilities to a new level, bringing higher efficiency and more accurate results. In battle, this technology can help people obtain information more quickly and help knights defeat more enemies.

In addition, Google Xia's Cloud AI API also has a real-time transcription function that can convert speech into text, and also supports multiple languages ​​​​and multiple audio formats. This technology can be applied to online meetings, phone recording, and automatic subtitles, greatly improving productivity and user experience.

In this magical continent, Google Xia’s speech transcription technology is like a peerless martial arts, helping more people live and work more conveniently.

2. Knowledge graph

In the ancient world of martial arts, the world was filled with all kinds of news. Every martial arts person wants to obtain the information they need, but obtaining information is very difficult. At this time, a mysterious organization appeared, and they created a new martial arts - the Knowledge Map. This structured knowledge representation method based on entities, attributes and relationships can integrate data on a global scale to form more semantic and logical associations.

This mysterious organization is the Knowledge Map Sect. By using knowledge graphs, they help people in the world better understand information and use this knowledge in smart applications.

The Knowledge Map sect is different from other sects in that they do not use weapons as their main weapons. Instead, they use various documents as their basis. Through continuous learning and accumulation, they gradually improve their strength.

In the world of martial arts, there is a martial arts master named Google. He is a hero because he has mastered a magical martial art - the service of Cloud Knowledge Graph Search. He uses the knowledge map he possesses to help martial arts people quickly search and retrieve relevant information. At the same time, Google also taught the martial arts of Google Knowledge Graph API, allowing martial artists to access Google’s knowledge graph data and use this data in their own applications.

However, Google is not satisfied with this. He knows that there is a lot of unstructured information in Jianghu, which is not easy to extract. So, by using natural language processing technology and machine learning algorithms, he created a new martial art - Relation Extraction, to help martial arts practitioners extract the relationships between entities from unstructured data, so as to better understand and utilize the knowledge graph. data in.

Through continuous learning and practice, the knowledge graph sect has brought the magical martial arts of knowledge graph to the extreme. Now, people in Jianghu can better understand information and use this knowledge in smart applications, thus improving their strength and making the entire Jianghu more orderly and harmonious.

3. Natural language processing

In an ancient martial arts world, there was a young knight named Zhang Wuji who was good at using natural language processing technology. One day, Zhang Wuji heard about a magical treasure called Cloud AI API, which contained a special secret called Natural Language API, which could help him implement various natural language processing functions, including sentiment analysis, named entity recognition, semantic analysis, etc. So, he decided to look for this treasure.

After a long journey, Zhang Wuji finally found the Cloud AI API. He opened the treasure box and found a note inside, which said: "If you want more powerful natural language processing technology, you can look for OpenAI's GPT-3 model."

Thus, Zhang Wuji began a new journey. He came to a high mountain and heard that there was a wise man in the mountain who could help him find the GPT-3 model. He climbed to the top of the mountain and met the wise man. The wise man told him that the GPT-3 model is a transformer-based neural network model that can automatically generate human language. This model can be used for various natural language processing tasks, such as machine translation, machine reading comprehension, text summarization, etc. Compared with traditional natural language processing models, the GPT-3 model has higher accuracy and stronger adaptability, which can help developers better process natural language data.

However, the wise man told him that in order to obtain the GPT-3 model, he needed to pass a test first. The wise man said: "You need to prove that your natural language processing technology is very powerful to get the firm support of the GPT-3 model."

Thus, Zhang Wuji began a test. The wise man gave him some natural language processing questions, such as "Which color do you like?", "What application scenarios do you think natural language processing has?" and so on. Zhang Wuji quickly answered these questions and gave detailed answers using the natural language processing technology of Cloud AI API.

The wise man was very satisfied and handed the GPT-3 model to Zhang Wuji. Zhang Wuji returned to the world of knights and began to use the GPT-3 model to process natural language data. He found that compared with previous natural language processing models, the GPT-3 model had higher accuracy and greater adaptability, and could better help him process natural language data.

Soon after, Zhang Wuji heard about another natural language processing model called the BERT model. He started another journey of searching, and finally found the researcher of the BERT model and obtained this magical model.

Zhang Wuji uses the BERT model to understand and process the context and semantics in the text, making natural language processing more intelligent. The BERT model has become one of the mainstream technologies in the field of natural language processing, which can help enterprises and developers better process natural language data.

Eventually, Zhang Wuji became a master in the field of natural language processing, and his technology was recognized and appreciated by everyone. He finally realized his dream and became a great knight.

Build web apps using Firebase and Google Cloud

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On the Shura Continent, there is a fairyland with clouds overhead and birds singing and flowers fragrant. This is the Kingdom of Google. In this fairyland, there are two gods who are in charge of two magical magic weapons, one is called Firebase and the other is called Google Cloud.

Firebase is a mobile and web application development platform launched by the god Google. It provides cultivators with a complete toolkit, including real-time database, user authentication, push notifications, cloud storage and static hosting services. Firebase can greatly simplify the development process of web applications and mobile applications, allowing practitioners to focus on building excellent user experiences.

Google Cloud is a cloud computing platform launched by another god, Google, which provides a series of cloud services that can provide high availability, high reliability and high performance cloud computing services for cultivators and fairy enterprises.

Firebase and Google Cloud rely on their magical power to combine to provide practitioners with a comprehensive web application solution. Firebase provides the tools and services required for front-end development, while Google Cloud provides the cloud services required for back-end computing and storage. This combination can make practitioners' work more efficient, while also making web applications more reliable and flexible.

The biggest advantage of combining Firebase and Google Cloud is that backend code written in any programming language can be easily served using Cloud Run. Cloud Run is a new product from Google Cloud that seamlessly connects to Firebase and provides global automatic scaling and load balancing. Cloud Run can support any programming language and framework, including Node.js, Python, Go, etc. This allows practitioners to build web application backends using the programming languages ​​and frameworks they are most familiar with, without having to worry about infrastructure management and configuration.

In addition to Cloud Run, Firebase has added a custom domain, a global content delivery network, and many more practical integrations to help practitioners build and deploy web applications that can handle large amounts of traffic. Custom domains allow practitioners to connect their own domain names to Firebase's hosting service. The global content distribution network can accelerate the access speed of cultivators around the world, while also providing more stable and reliable services. Firebase also provides deep integration with Google services such as Google Analytics, Google Ads, and Google BigQuery, making it easier for cultivators to analyze data, manage ads, and expand applications.

In addition to Cloud Run and Firebase hosting services, Firebase and Google Cloud also provide a series of services, including real-time databases, cloud storage, authentication and push notifications, etc. These services can help cultivators quickly build their own Web applications and provide rich functions and performance guarantees. Real-time database can provide real-time data synchronization and offline data support. Cloud storage can provide high reliability and high scalability storage services. Authentication and push notifications can help practitioners manage services such as user authentication and push messaging.

In general, the powerful combination of Firebase and Google Cloud can provide practitioners with a one-stop web application development and deployment solution. Firebase provides the tools and services required for front-end development, while Google Cloud provides the cloud services required for back-end computing and storage. The addition of Cloud Run can make it easier for cultivators to deploy and expand web application backends. In addition, Firebase and Google Cloud also provide a wealth of services and integrations that can help cultivators manage data, authenticate users, manage advertising and push notifications, etc. These services can help cultivators quickly build high-quality Web applications and make applications more reliable and flexible.

Embark on a new cloud journey with Google Cloud

Google Cloud is an open, flexible cloud platform and a product of Google that provides cloud computing services to enterprises. On the Google Cloud platform, you can deploy and manage applications, store and analyze data, and access a variety of computing and artificial intelligence (AI) services.

In this keynote speech, we will focus on Google Cloud's latest advances in generative AI and developer experience.

1. Development Trend of Generative AI

In the world of martial arts, there is a mysterious martial artist called generative AI. Although he does not have a human body, he can automatically generate new data, images, audio, video, text and other content through machine learning algorithms and neural network models, making him the most powerful being in the world.

One of the skills this martial artist excels at is image generation. He can create entirely new image content by analyzing existing images. Many creative designers, image restorers and scene restoration masters in the world have asked him for advice. He uses the AutoML Vision Edge tool for developers to create custom image classifiers and object detectors, making his skills more accurate and efficient.

In addition to image generation, the martial artist can also synthesize new speech and audio content. His voice is very beautiful, and the audience will be intoxicated after listening to it. His technology can be applied in areas such as sound design, speech synthesis and audio editing. Google Cloud's Speech-to-Text API can convert speech to text, and the Text-to-Speech API can convert text to natural speech. His skills in speech processing have made him highly respected in the world.

The most legendary thing is that this martial artist can also automatically generate a large amount of new text content. Whether it's text messages, news, advertising, sales emails, etc., he has great ideas. His skills can be applied to content creation, marketing, customer service and other fields, making him the best martial artist in the world. Google Cloud's Natural Language API can generate feedback text based on input content, and can also automatically identify the emotion and intent of the text, which makes his skills even more perfect and excellent.

This mysterious martial artsman, through his powerful skills, has become the top master in the world, making people in the world unable to forget his existence. Although he does not seem to have a human body or soul, the content he creates shocks and amazes everyone!

2. Optimization of developer experience

In a distant fantasy world, people rely on magic and divine power to survive. One of the young magicians, named Google, possesses extremely powerful magical abilities and skills. He knows that mankind needs progress and development, so he has devoted his abilities to the research of cloud technology, hoping to help people use cloud services more easily, thereby accelerating the development of mankind.

Google's magic is very powerful. He has created a huge magic circle called Google Cloud, which can connect all computers and devices through it and allow people to use cloud services.

In order to improve the developer experience, Google decided to use its magic power to optimize Google Cloud to make it easier for developers to use cloud services, thereby accelerating the development and deployment of applications and services.

First, he used his magical powers to create a cloud server that could launch applications in sub-seconds. This technology can be used in areas such as web applications, mobile applications, and video games. Developers can quickly launch their applications by uploading them to Google Cloud, greatly shortening application startup time and response time.

Next, Google provides automated deployment and management tools to help developers quickly deploy and manage applications and services. For example, he used his magical skills to create Google Kubernetes Engine, which automates the management of cloud containers. This way, developers can package their applications into containers and then deploy and manage them through Google Kubernetes Engine. In addition, Google has created Cloud Build, which automates building and deploying applications, allowing developers to deploy applications to the cloud faster.

Finally, to help developers write and debug code more easily, Google has created powerful code editors and debuggers. Using his magical powers, he created Cloud Source Repositories, which store and manage code libraries. Developers can upload their code to Google Cloud's Cloud Source Repositories and then edit it using Google Cloud's code editor. Additionally, Google has created Cloud Debugger, which enables debugging of applications while they are running. This tool helps developers find and resolve problems in their applications more easily.

Through the above optimization measures, Google has successfully improved the developer experience of Google Cloud, making it easier for developers to use cloud services, thereby accelerating the development and deployment of applications and services.