InfoQ Homepage Machine Learning Content on InfoQ
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Instacart Creates a Self-Serve Apache Flink Platform on Kubernetes
Instacart moved their Apache Flink workloads from AWS EMR to Kubernetes to meet the high demand for data processing use cases using Flink within the organization, as using EMR became problematic for many teams with different requirements. As a result, they made the platform easier to use and reduced their operational and infrastructure costs.
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Enhancing AI Capabilities: Google Cloud Integrates Vector Search in Managed Databases
Google Cloud recently added support for the pgvector on Cloud SQL for PostgreSQL and AlloyDB for PostgreSQL. The extension brings vector search operations to the managed databases, allowing developers to store vector embeddings generated by large language models (LLMs) and perform similarity searches.
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OpenAI Introduces Superalignment to Address Rogue Superintelligent AI
OpenAI announced the formation of a specialized Superalignment team with the objective of preventing the emergence of rogue Superintelligent AI. OpenAI highlighted the need to align AI systems with human values and emphasized the importance of proactive measures to prevent potential harm.
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Apple Extends Core ML, Create ML, and Vision Frameworks for iOS 17
At its recent WWDC 2023 developer conference, Apple presented a number of extensions and updates to its machine learning and vision ecosystem, including updates to its Core ML framework, new features for the Create ML modeling tool, and new vision APIs for image segmentation, animal body pose detection, and 3D human body pose.
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AI, ML, Data Engineering News Round Up: Vertex, AlphaDev, Function Calling, Gorilla, and Falcon
The latest update, spanning from June 12th, 2023, highlights the recent advancements and announcements in the domains of data science, machine learning, and artificial intelligence. This week's spotlight is on notable entities such as Google, OpenAI, UC Berkeley, and AWS.
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QCon New York 2023: Day Two Recap
Day Two of the 9th annual QCon New York conference was held on June 14th, 2023, at the New York Marriott at the Brooklyn Bridge in Brooklyn, New York. This three-day event, organized by C4Media, included a keynote address by Alicia Dwyer Cianciolo and presentations from four conference tracks and one sponsored track.
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Minecraft Welcomes Its First LLM-Powered Agent
Researchers from Caltech, Stanford, the University of Texas, and NVIDIA have collaboratively developed and released Voyager, an LLM power agent that utilizes GPT-4 to engage in Minecraft gameplay. Voyager demonstrates remarkable capabilities by learning, retaining knowledge, and showcasing exceptional expertise in Minecraft.
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AI, ML & Data News Roundup: Generative Fill, Copilot, Aria, and Brain Chips
The most recent update, covering the week starting May 22nd, 2023, encompasses the latest progress and declarations in the fields of data science, machine learning, and artificial intelligence. This week, the focus is on prominent figures such Adobe, Microsoft, Opera, and the University of Lausanne.
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Adopting Artificial Intelligence: Things Leaders Need to Know
Artificial intelligence (AI) can help companies identify new opportunities and products, and stay ahead of the competition. Senior software managers should understand the basics of how this new technology works, why agility is important in developing AI products, and how to hire or train people for new roles.
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Hugging Face Releases StarCoder, the Next-Generation LLM for Seamless Code Generation
Hugging Face and ServiceNow have partnered to develop StarCoder, a new open-source language model for code. The model created as a part of the BigCode initiative is an improved version of the StarCoderBase model trained on 35 billion Python tokens. StarCoder is a free AI code-generating system alternative to GitHub’s Copilot, DeepMind’s AlphaCode, and Amazon’s CodeWhisperer.
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AI, ML & Data News Roundup: HuggingGPT, AWS Bedrock, Microsoft Visual ChatGPT, and StableLM
The latest update for the week of April 17th, 2023, includes the recent advancements and announcements in the domains of data science, machine learning, and artificial intelligence. The spotlight this week is on top players like Hugging Face, AWS, Microsoft, and Stability AI, who have introduced groundbreaking innovations.
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AWS Enters the Generative AI Race with Bedrock and Titan Foundation Models
AWS announced their entry into the generative AI race with the launch of Amazon Bedrock and Titan foundation models. Amazon aims to democratize access to generative AI technology, catering to customers across various industries and use cases. This groundbreaking development positions Amazon as a formidable competitor in the rapidly growing AI market.
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Bloomberg Unveils a GPT Finance-Focused AI Model
Bloomberg has released BloombergGPT, a new large language model (LLM) that has been trained on enormous amounts of financial data and can help with a range of natural language processing (NLP) activities for the financial sector.
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AI, ML & Data News Roundup: OpenAI’s GPT-4, Microsoft’s Semantic Kernel, Meta SAM and BloombergGPT
This week's roundup for April 3rd, 2023, includes the most recent news and information from the fields of data science, machine learning, and artificial intelligence.
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Strategies and Principles to Scale and Evolve MLOps - at QCon London
At the QCon London conference, Hien Luu, senior engineering manager for the Machine Learning Platform at DoorDash, discussed strategies and principles for scaling and evolving MLOps. With 85% of ML projects failing, understanding MLOps at an engineering level is crucial. Luu shared three core principles: "Dream Big, Start Small," "1% Better Every Day," and "Customer Obsession."