InfoQ Homepage Artificial Intelligence Content on InfoQ
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Lowering Recovery Time through AI-Enabled Troubleshooting
Machine learning algorithms for anomaly detection can assist DevOps in daily working routines, where generalized ML models are trained and applied to detect hidden patterns and identify suspicious behaviour. Applied machine learning for IT-operations (AIOPs) is starting to move from research environments to production environments in companies.
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Intel Loihi 2 and Lava Framework Aim to Advance Neuromorphic Computing Research
Intel introduced its second-generation neuromorphic chip, Loihi 2, with the aim to provide tools for research in the field of neuromorphic computing. In addition, Intel has released Lava, a software framework to build neuromorphic apps both on conventional and neuromorphic hardware.
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GitHub's Copilot Still a Long Way From Autopilot
Three months after GitHub launched Copilot, a group of academics affiliated with New York University's Tandon School of Engineering released their empirical cybersecurity evaluation of Copilot’s code contributions, concluding that 40% of the time, the code created is buggy and vulnerable.
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Tesla Introduces D1 Dojo Chip to Train AI Models
Tesla introduced the Tesla D1, a new chip designed specifically for artificial intelligence that is capable of delivering a power of 362 TFLOPs in BF16 / CFP8.
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OpenAI Releases Triton, Python-Based Programming Language for AI Workload Optimization
OpenAI released their newest language, Triton, an open-source programming language that enables researchers to write highly efficient GPU code for AI workloads. Triton is Python-compatible and allows new users to achieve expert-quality results in only 25 lines of code. The code is written in Python using Triton’s libraries, which are then JIT-compiled to run on the GPU.
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AWS Announces Amazon Transcribe Call Analytics API for Conversation Insights
Recently, AWS announced Amazon Transcribe Call Analytics, a new feature of Amazon Transcribe. AWS customers can extract valuable insights from customer conversations like customer and agent sentiment, and conversation characteristics such as non-talk time, interruptions, loudness, and talk speed with this new feature.
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Ferrari Chooses AWS Machine Learning for Racing and Road Operations
Ferrari will use AWS machine learning, analytics, and compute capabilities across the organization, including the Formula One team Scuderia Ferrari.
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Artificial Intelligence for IT Operations: an Overview
Artificial intelligence for IT operations (AIOps) combines sophisticated methods from deep learning, data streaming processing, and domain knowledge to analyse infrastructure data from internal and external sources to automate operations and detect anomalies (unusual system behavior) before they impact the quality of service.
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AWS Announces the General Availability of Amazon HealthLake
Recently AWS announced the general availability of Amazon HealthLake, a fully-managed, HIPAA-eligible service. With the service, healthcare providers, health insurance-, and pharmaceutical companies can securely store, transform, query, and analyze health data.
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GitHub Previews Copilot, an OpenAI-Powered Coding Assistant
GitHub recently announced Copilot, an AI-powered pair programmer designed to help developers write code faster and with less effort. The service learns from comments and existing code, suggesting new lines and the implementation of whole functions.
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Microsoft Announces the General Availability of Azure ND A100 V4 Cloud GPU Instances
Recently Microsoft announced the general availability of the Azure ND A100 v4 Cloud GPU instances—powered by NVIDIA A100 Tensor Core GPUs. These Virtual Machines (VMs) are targeted at customers with high performance and demanding workloads like Artificial Intelligence (AI) and Machine Learning (ML) workloads.
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Google Introduces New Cloud TPU VMs for Artificial Intelligence Workloads
Recently, Google announced new Cloud TPU Virtual Machines (VMs), which provide direct access to TPU host machines. With these VMs, the company offers a new and improved user experience to develop and deploy TensorFlow, PyTorch, and JAX on Cloud TPUs.
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Google Cloud Announces Managed Machine Learning Platform Vertex AI
At the recent Google I/O 2021 conference, the cloud provider announced the general availability of Vertex AI, a managed machine learning platform designed to accelerate the deployment and maintenance of artificial intelligence models.
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IBM Introduces Watson Orchestrate for Task Automation
At the recent Think conference, IBM introduces an AI-powered automation tool called Watson Orchestrate. It is currently in preview in IBM Cloud Paks for Automation and expected to be generally available later in 2021 as an SaaS offering.
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Amazon Open Sources DeepRacer Device Software
Amazon has recently open-sourced the DeepRacer device software, the software used to run AWS DeepRacer. The 1/18th scale autonomous vehicle and the DeepRacer events allow developers to create machine learning models and race them in a cloud based 3D racing simulator.