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Spring AI

Beginner to Guru

Traditionally accessing Artificial Intelligence Models, such as OpenAI's ChatGPT, has been the domain of programming languages Python and Javascript.

Not any more. Spring AI unlocks the power of Generative AI for Java developers.

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Traditionally accessing Artificial Intelligence Models, such as OpenAI's ChatGPT, has been the domain of programming languages Python and Javascript.

Not any more. Spring AI unlocks the power of Generative AI for Java developers.

The Spring AI project aims to streamline the development of applications that incorporate artificial intelligence functionality without unnecessary complexity.

Spring AI provides support for all major Artificial Intelligence models, including:

  • OpenAI

  • Azure OpenAI

  • Amazon Bedrock

  • HuggingFace

  • Ollama

  • Google VertextAI (PaLM2 and Gemini)

  • Mistral AI

  • Antrhopic

  • WatsonxAI

Spring AI also supports image generation AI models from OpenAI and Stability.

Retrieval Augmented Generation is an important use case for dealing with AI models. Spring AI includes robust support for all major Embedding Models and all popular vector databases.

No prior experience with AI is needed for this course.

You will start the course with a solid overview of what Artificial Intelligence is.

Next you'll have a hands on section to develop a RESTful API to ask OpenAI's ChatGPT questions. In this section, you will learn how we can instruct the model to return data in the format we desire.

Since no AI experience is required, the next section of the course builds upon what you learned with a formal look at Prompt Engineering. Prompt Engineering is a collection techniques to improve the quality and accuracy of responses from AI Models.

Retrieval Augmented Generation (RAG) is an important technique to provide Large Language Models with additional information required to the user's query to complete specialized tasks.

You will see how we can use RAG to develop AI experts to perform high specialized tasks.

The AI models are not just limited to working with textual information.

In this course you will also see how to use AI to create images, create audio files from text, and how to transcribe audio files to text.

Learn all this and more in Spring A:I Beginner to Guru. Enroll today.

Enroll now

Good to know

Know what's good
, what to watch for
, and possible dealbreakers
Covers popular AI models like ChatGPT, Azure OpenAI, OpenAI, and others
Ideal for Java developers seeking to integrate Generative AI into their applications
Provides hands-on experience with building a RESTful API to interact with ChatGPT
Suitable for beginners with no prior AI experience, offering a comprehensive overview
Covers advanced topics such as Prompt Engineering and Retrieval Augmented Generation (RAG)
Explores use cases beyond text, including image generation, audio creation, and transcription

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Activities

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Career center

Learners who complete Spring AI: Beginner to Guru will develop knowledge and skills that may be useful to these careers:
AI Engineer
An AI Engineer designs, builds, deploys, and maintains AI systems. With the focus on developing AI tools and infrastructure, this course serves as a solid foundation to develop RESTful APIs for AI purposes. Understanding models such as OpenAI's ChatGPT and the ability to prompt and instruct the AI properly would also help you develop better AI systems.
Data Architect
A Data Architect designs, builds, and maintains the architecture of an organization's data systems. This includes designing data models, data warehouses, and data pipelines. This course provides the knowledge and skills to build the data pipelines for AI models from various sources.
Data Scientist
A Data Scientist uses data to solve business problems. This includes collecting, cleaning, and analyzing data, as well as building and deploying machine learning models. This course will provide you with the necessary knowledge and skills to understand AI models like OpenAI's ChatGPT and prompt them for better results.
Machine Learning Engineer
A Machine Learning Engineer builds and deploys machine learning models. This includes collecting, cleaning, and preparing data, as well as training and evaluating models. The course will help you build a solid foundation to get started as a Machine Learning Engineer.
Software Engineer
A Software Engineer designs, builds, and maintains software applications. This course will help you build a strong foundation in AI and its applications, which is increasingly important for modern software development.
Business Analyst
A Business Analyst analyzes business processes and identifies opportunities for improvement. This course will help you develop the skills to understand AI and its potential impact on businesses, which is essential for a Business Analyst.
Project Manager
A Project Manager plans, executes, and closes projects. This course will help you develop the skills to manage AI projects, which are becoming increasingly common.
Product Manager
A Product Manager plans, develops, and launches products. This course will help you develop the skills to understand AI and its potential impact on products, which is essential for a Product Manager.
Data Analyst
A Data Analyst collects, cleans, and analyzes data. This course will help you build the skills you need to use AI to analyze data more efficiently.
Marketing Manager
A Marketing Manager plans and executes marketing campaigns. This course will help you develop the skills to understand AI and its potential impact on marketing, which is essential for a Marketing Manager.
Sales Manager
A Sales Manager plans and executes sales campaigns. This course will help you develop the skills to understand AI and its potential impact on sales, which is essential for a Sales Manager.
Customer Success Manager
A Customer Success Manager helps customers get the most value out of a product or service. This course will help you develop the skills to understand AI and its potential impact on customer success, which is essential for a Customer Success Manager.
Operations Manager
An Operations Manager plans and executes operations. This course will help you develop the skills to understand AI and its potential impact on operations, which is essential for an Operations Manager.
Human Resources Manager
A Human Resources Manager plans and executes human resources programs. This course will help you develop the skills to understand AI and its potential impact on human resources, which is essential for a Human Resources Manager.
Financial Analyst
A Financial Analyst analyzes financial data and makes recommendations. This course will help you develop the skills to understand AI and its potential impact on financial analysis, which is essential for a Financial Analyst.

Reading list

We've selected ten books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in Spring AI: Beginner to Guru.
Provides a comprehensive overview of deep learning, a powerful machine learning technique that has revolutionized many fields. It valuable resource for anyone who wants to learn more about deep learning and its applications.
Provides a comprehensive overview of natural language processing, a field that deals with the interaction between computers and human language. It valuable resource for anyone who wants to learn more about NLP and its applications.
Provides a comprehensive overview of computer vision, a field that deals with the interaction between computers and images. It valuable resource for anyone who wants to learn more about computer vision and its applications.
Provides a comprehensive overview of speech and language processing, a field that deals with the interaction between computers and human speech and language. It valuable resource for anyone who wants to learn more about speech and language processing and its applications.
Provides a comprehensive overview of statistical learning, a field that deals with the interaction between computers and data. It valuable resource for anyone who wants to learn more about statistical learning and its applications.
Provides a comprehensive overview of pattern recognition and machine learning, a field that deals with the interaction between computers and data. It valuable resource for anyone who wants to learn more about pattern recognition and machine learning and its applications.
Provides a comprehensive overview of natural language processing, a field that deals with the interaction between computers and human language. It valuable resource for anyone who wants to learn more about NLP and its applications.
Provides a comprehensive overview of deep learning for computer vision, a field that deals with the interaction between computers and images. It valuable resource for anyone who wants to learn more about deep learning for computer vision and its applications.
Provides a comprehensive overview of deep learning with Python, a programming language that is popular for data analysis and machine learning. It valuable resource for anyone who wants to learn more about deep learning with Python.

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