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In the rapidly evolving world of large language models (LLMs), a new challenger has emerged that claims to outperform the reigning champion, OpenAI's GPT-4. Anthropic, a relatively new player in the field of artificial intelligence, has recently announced the release of Claude 3, a powerful language model that comes in three different sizes: Haiku, Sonnet, and Opus. Compared to previous models, the new Claude 3 model displays enhanced contextual understanding that ultimately results in fewer refusals (as shown in the…

Understanding how SSMs and Mamba work, along with how to get started with implementing it in Keras and TensorFlow.Source: AI Generate (SDXL)Submitted on 1st December, 2023 on arXiv, the paper titled “Mamba: Linear-Time Sequence Modeling with Selective State Spaces” proposed an interesting approach to sequence modeling. The authors — Albert Gu, Tri Dao — introduced, ‘Mamba’ that utilized ‘selective’ state space models (SSM) to achieve results that compete with the performance of the, now ubiquitous, Transformer…

Best Practices RAG with Milvus vector database, part 1Continue reading on Towards Data Science » Best Practices RAG with Milvus vector database, part 1Continue 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…

Utilizing Amazon Bedrock, Google Places, LangChain, and StreamlitContinue reading on Towards Data Science » Utilizing Amazon Bedrock, Google Places, LangChain, and StreamlitContinue 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…

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…