InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Challenges and Solutions for Building Machine Learning Systems
According to Camilla Montonen, the challenges of building machine learning systems are mostly creating and maintaining the model. MLOps platforms and solutions contain components needed to build machine systems. MLOps is not about the tools; it is a culture and a set of practices. Montonen suggests that we should bridge the divide between practices of data science and machine learning engineering.
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Meta Releases Llama 3 Open-Source LLM
Meta AI released Llama 3, the latest generation of their open-source large language model (LLM) family. The model is available in 8B and 70B parameter sizes, each with a base and instruction-tuned variant. Llama3 outperforms other LLMs of the same parameter size on standard LLM benchmarks.
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Java News Roundup: OpenJDK JEPs, Spring Projects, Quarkus, Hibernate, JHipster, JReleaser
This week's Java roundup for April 29th, 2024, features news highlighting: JEP 476, Module Import Declarations (Preview), and JEP 474, ZGC: Generational Mode by Default, targeted for JDK 23; new JEP candidates; and updates to Spring projects, Quarkus, Hibernate ORM, Hibernate Reactor, JHipster, JHipster Lite and JReleaser.
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Ines Montani at QCon London: Economies of Scale Can’t Monopolise the AI Revolution
During her presentation at QCon London, Ines Montani, co-founder and CEO of explosion.ai (the maker of spaCy), stated that economies of scale are not enough to create monopolies in the AI space and that open-source techniques and models will allow everybody to keep up with the “Gen AI revolution”.
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Google Text Embedding Model Gecko Distills Large Language Models for Improved Performance
Gecko is a text embedding model that Google created by distilling knowledge from large language models into a general-purpose model. Gecko is trained using a novel approach on a variety of tasks including document retrieval, semantic similarity, and classification, and aims to be as general-purpose as it goes as well as highly performant.
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OpenAI Releases New Fine-Tuning API Features
OpenAI announced the release of new features in their fine-tuning API. The features will give model developers more control over the fine-tuning process and better insight into their model performance.
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InfoQ Dev Summit Boston & Munich: Actionable Insights on Generative AI, Security, Modern Web Apps
Sharpen your dev skills and stay ahead of the curve with the InfoQ Dev Summit Boston (June 24-25), and InfoQ Dev Summit Munich (September 26-27). Learn the emerging trends, explore the use cases, and implement the best practices directly from leading senior software practitioners.
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Java News Roundup: WildFly 32, JEPs Proposed to Target for JDK 23, Hibernate 6.5, JobRunr 7.1
This week's Java roundup for April 22nd, 2024, features news highlighting: the release of WildFly 32; JEP 476, Module Import Declarations (Preview), JEP 474, ZGC: Generational Mode by Default, and JEP 467, Markdown Documentation Comments, proposed to target for JDK 23; Hibernate ORM 6.5; and JobRunr 7.1.
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Devnexus 2024 Celebrates 20 Years of Java Developer Conferences
Celebrating its 20th year, Devnexus 2024 was held from April 9-11, 2024, at the Georgia World Congress Center in Atlanta, Georgia. The event featured speakers from the Java community who delivered workshops and talks on tracks such as: Agile; Architecture; Artificial Intelligence; Cloud Technology; Core Java; Jakarta EE; Core Java; and Security.
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Rachael Greaves at QCon London: Ethical AI Can Decrease the Impact of Data Breaches
At QCon London, Rachael Greaves, chief executive officer at Castlepoint Systems, presented both the obligations and benefits of data minimisation as a mechanism to decrease the impact of data breaches. AI autoclassification and automatic decision-making tools help with the ever-increasing data volumes as long as ethical principles are considered, allowing decisions to be challenged.
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For Practitioners, by Practitioners: Solve Your Software Challenges at InfoQ & QCon Software Events
Behind every InfoQ Dev Summit and QCon software development conference is a collective of distinguished senior software practitioners who carefully curate the topics based on the crucial trends and essential best practices you need to know about. These architects and leaders are charged with creating THE conference they would want to attend.
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Stability AI Releases 3D Model Generation AI Stable Video 3D
Stability AI recently released Stable Video 3D (SV3D), an AI model that can generate 3D mesh object models from a single 2D image. SV3D is based on the Stable Video Diffusion model and produces state-of-the-art results on 3D object generation benchmarks.
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Mistral Large Foundation Model Now Available on Amazon Bedrock
AWS announced the availability of the Mistral Large Foundation Model on Amazon Bedrock during the recent AWS Paris Summit. This announcement comes days after the release of Mistral AI Models on Amazon Bedrock.
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Java News Roundup: Jakarta EE 11-M2, JEPs Targeted for JDK 23, Spring Boot, Hibernate, GlassFish
This week's Java roundup for April 15th, 2024, features news highlighting: the second milestone release of Jakarta EE 11; Stream Gathers (Second Preview) and Vector API (Eighth Incubator) targeted for JDK 23; the first release candidate of Spring Boot 3.3.0; the first alpha release of Hibernate 7.0.0; and the fifth milestone release of GlassFish 8.0.0.
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Yelp Overhauls Its Streaming Architecture with Apache Beam and Apache Flink
Yelp reworked its data streaming architecture by employing Apache Beam and Apache Flink. The company replaced a fragmented set of data pipelines for streaming transactional data into its analytical systems, like Amazon Redshift and in-house data lake, using Apache data streaming projects to create a unified and flexible solution.