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OpenAI in React: Integrating GPT-4 with Your React Application
React Summit US 2023React Summit US 2023
22 min
OpenAI in React: Integrating GPT-4 with Your React Application
Watch video: OpenAI in React: Integrating GPT-4 with Your React Application
Jesse Hall
Jesse Hall
codeSTACKr
AI is revolutionizing application development and can enhance React applications. Advancements in AI include batch AI, real-time AI, and generative AI. Language models have limitations in accessing real-time data. Retrieval Augmented Generation (RAG) uses vectors to enhance language models. Vector search capabilities improve GPT models by providing up-to-date information and access to private data. Technologies like Next.js, OpenAI, Lankchain, Versel AI SDK, and MongoDB are used to build smarter React apps. An AI-powered documentation site can be built using custom data and vector search. The talk concludes by emphasizing the importance of integrating AI seamlessly into user-centric platforms like React-based projects.
artificial intelligenceopenaireact and ai
Working With OpenAI and Prompt Engineering for React Developers
React Advanced 2023React Advanced 2023
98 min
Working With OpenAI and Prompt Engineering for React Developers
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Workshop
Richard Moss
Richard Moss
In this workshop we'll take a tour of applied AI from the perspective of front end developers, zooming in on the emerging best practices when it comes to working with LLMs to build great products. This workshop is based on learnings from working with the OpenAI API from its debut last November to build out a working MVP which became PowerModeAI (A customer facing ideation and slide creation tool).
In the workshop they'll be a mix of presentation and hands on exercises to cover topics including:
- GPT fundamentals- Pitfalls of LLMs- Prompt engineering best practices and techniques- Using the playground effectively- Installing and configuring the OpenAI SDK- Approaches to working with the API and prompt management- Implementing the API to build an AI powered customer facing application- Fine tuning and embeddings- Emerging best practice on LLMOps
artificial intelligenceopenaireact and ai
Giving Superpowers to Your React Apps with Machine Learning
React Summit 2023React Summit 2023
11 min
Giving Superpowers to Your React Apps with Machine Learning
Watch video: Giving Superpowers to Your React Apps with Machine Learning
Shivay Lamba
Shivay Lamba
TensorFlowJS Working Group Lead
Welcome to my lightning talk at React Summit 2023 where I discuss integrating machine learning capabilities in React apps using JavaScript libraries like TensorFlow.js and ONNX.js. These libraries allow for better privacy, lower cost, and lower latency by leveraging system hardware. Examples include using TensorFlow.js and CocoaSSIST to classify images and Ermine.ai for live audio transcription. React developers can now integrate machine learning without needing extensive knowledge of Python or other frameworks.
reacttensorflowmachine learningreact and ai
The Actor Model: a new mental model for React
React Finland 2021React Finland 2021
37 min
The Actor Model: a new mental model for React
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Farzad YousefZadeh
Farzad YousefZadeh
Epic Games
System-level state management in modern React applications is challenging. Usually, as the applications grow, the complexity of interaction between different parts of the application compounds. The more you need those isolated parts to talk, the higher the level of complexity. Usually, the common pitfalls of these communications are underestimated especially with the recent trend of State management that tends to keep the application state outside of React and distributed. In this talk, We'll see how the Actor Model architecture can come to the rescue and what makes it stand out compared to the other approaches.
reactpatternsreact actingreact and aireact castsreact forgetreact model