InfoQ Homepage Machine Learning Content on InfoQ
-
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.
-
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.
-
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.
-
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."
-
The AI Revolution Is Just Getting Started: Leslie Miley Bids Us to Act Now against Its Bias and CO2
At his inaugural keynote of the QCON London conference, Leslie Miley, technical advisor for the CTO at Microsoft, spoke about AI Bias and Sustainability, and how the march towards transformative technologies, like large-scale AI and even crypto, has an inherent cost in the increased CO2 that comes with deployment at scale. More than just context and impact, he suggests mitigation techniques.
-
The Sentence Similarity Scenario in ML.NET Model Builder
Microsoft recently published information about adding the Sentence Similarity scenario in Model Builder. This scenario allows the training of custom sentence similarity models. Together with the addition of this scenario to the Model Builder, it is no longer necessary to install the Model Builder GPU extension.
-
Stack Overflow Sentiment Survey Aims to Identify Experimental and Proven Technologies
Stack Overflow has published its 2023 Emergent Tech Sentiment Survey, aiming to gauge how developers perceive utility and impact of a range of "buzz-worthy" technologies like quantum computing, nanotechnology, blockchain, and others, as well as other more established ones including cloud computing, machine learning, robotics, and more.
-
Meta AI’s Large Language Model with 10x Fewer Parameters
Meta AI recently released a new large language model called Language Large Models Meta AI (LLaMA) that outperforms foundational models such as GPT-3 and is competitive with PaLM, despite having 10 times fewer parameters. LLaMA has better performance in language tasks such as natural questions, common-sense reasoning and mathematical reasoning.
-
Google AI Updates Universal Speech Model to Scale Automatic Speech Recognition beyond 100 Languages
Google AI has recently unveiled a new update for their Universal Speech Model (USM), to support the 1,000 Languages Initiative. The new model performs better than OpenAI Whisper for all segments of automation speech recognition.
-
Zero-Copy In-Memory Sharing of Large Distributed Data: V6d
Zero-copy and in-memory data manager Vineyard (v6d) is maintained as a CNCF sandbox project and provides distributed operators that can be utilized to share immutable data within or across cluster nodes. V6d is of interest particularly for deep network training on big (sharded) datasets such as large language and graph models.
-
Hugging Face and AWS Join Forces to Democratize AI
Hugging Face, a top supplier of open-source machine learning tools, and AWS have joined together to increase the access to artificial intelligence (AI). Hugging Face's cutting-edge transformers and natural language processing (NLP) models will be made available to AWS customers as a result of the cooperation, making it simpler for them to develop and deploy AI applications.
-
MariaDB 11.0 Brings a New Optimizer Cost Model and More
After 10 years since the last release, MariaDB Server 11.0 has been released, bringing a new optimizer cost model which aims to predict more accurately the actual cost of each query execution plan, removed InnoDB change buffer, and so on.
-
Unsupervised Object Detection and Semantic Segmentation Using Deep Learning
Meta AI released CutLER, a state-of-the-art zero-shot unsupervised object detector which improves detection performance by over 2.7 times on 11 benchmark datasets for different domains like video frames, painting, sketches, etc. This model’s simplicity allows compatibility with different object-detection architectures across different domains.
-
Google Unveils MusicLM, an AI That Can Generate Music from Text Prompts
Google researchers have introduced MusicLM, an AI model that can generate high-fidelity music from text. MusicLM creates music at a constant 24 kHz throughout a number of minutes by modeling the conditional music generating process as a hierarchical sequence-to-sequence modeling problem.
-
Doordash Introduces ML to Understand the Marketplaces Status
DoorDash introduces an ML model to predict the operational status of a store in order to increase the user experience and save thousands of orders cancellation. Understanding the merchant’s operational status and the ability to receive and fulfill orders is crucial for the DoorDash platform.