AI

This blog post will explore the findings of the “Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer” paper and its implementation in MixtralImage from Author generated by DALL-EThe Quest for SpecializationWhen challenging a difficult problem, divide and conquer is often a valuable solution. Whether it be Henry Ford’s assembly lines, the way merge sort partitions arrays, or how society at large tends to have people who specialize in specific jobs, the list goes on and on!Naturally, when people…

Weka, the AI-native data platform company, recently delivered a series of compelling announcements and performance benchmarks at the 54th IT Press Tour that demonstrated how their platform is making life easier for developers, engineers, and architects working on AI, machine learning, and high-performance computing projects. With its focus on simplicity, performance, and scalability, Weka is empowering these technical professionals to achieve their goals more efficiently. Delivering Unmatched Performance One of the key…

Language processing in humans and computers: Part 3How do you know that this is a sentence?Syntax is deep, semantics is arbitraryPeople speak many languages. People who speak different languages generally don’t understand each other. How is it possible to have a general theory of language?Life is also diversified in many species, and different species generally cannot interbreed¹. But life is a universal capability of self-reproduction and biology is a general theory of life.General linguistics is based on Noam Chomsky’s…

Language processing in humans and computers: Part 1Who are chatbots (and what are they to you)?IntroductionChatbots: Shifting the paradigm of meaningWhat just happened?We live in strange times.Stories used to be told by storytellers, poems recited by poets, music played by musicians, science taught by teachers. Then the printing and recording technologies made copying possible and the copyright got invented and the owners of the recording and printing equipment started earning more than musicians and storytellers. Then…

Language processing in humans and computers: Part 2Tidying up the zoo in the morningThe first elephant in the room: The WebJust like search engines, language models process data scraped from the web. Both are built on top of web crawlers. Chatbots are children of the Web, not of expert systems.A search engine is an interface of a source index sorted by reputation. A chatbot is an interface of a language model extrapolating from the sources. Google was built on the crucial idea of reputation-based search and the crucial…

A step-by-step tutorial in PyTorch LightningContinue reading on Towards Data Science » A step-by-step tutorial in PyTorch LightningContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the content and do not…

Use the Display API to replace complex Matplotlib codeContinue reading on Towards Data Science » Use the Display API to replace complex Matplotlib codeContinue reading on Towards Data Science » FOLLOW US ON GOOGLE NEWS Read original article here Denial of responsibility! Techno Blender is an automatic aggregator of the all world’s media. In each content, the hyperlink to the primary source is specified. All trademarks belong to their rightful owners, all materials to their authors. If you are the owner of the…

Data Science Career Challenges—and How to Overcome ThemOn a very basic level, most work-related challenges come from similar sources, regardless of field or industry: having to navigate professional relationships and communicate with people who might not always be on the same page as you. And you have to do that within the constraints of goals, available resources, and limited time—and on top of everything else you might need to deal with in your life.If we take a closer look, though, we can see different patterns emerge…

At the GPU Technology Conference (GTC) this week, NVIDIA made a slew of announcements highlighting how the company is making it easier than ever for developers to build and deploy generative AI applications at scale. New offerings include powerful computing platforms optimized for AI workloads, cloud services to access NVIDIA infrastructure and software, and microservices and APIs to streamline development. "Generative AI is the defining technology of our time. Blackwell is the engine to power this new industrial…

In this blog, you will learn how to implement Retrieval Augmented Generation (RAG) using Weaviate, LangChain4j, and LocalAI. This implementation allows you to ask questions about your documents using natural language. Enjoy! 1. Introduction In the previous post, Weaviate was used as a vector database in order to perform a semantic search. The source documents used are two Wikipedia documents. The discography and list of songs recorded by Bruce Springsteen are the documents used. The interesting part of these documents is…