InfoQ Homepage Artificial Intelligence Content on InfoQ
-
Waymo Developed Collision Avoid Test to Evaluate Its Autonomous Driver
Waymo developed a testing framework called Collision Avoidance Test (CAT) to evaluate the ability to avoid crush or potential hazard situations of its Waymo Driver, compared to a human driver.
-
Microsoft Brings Its Cloud Services and AI to the Edge
Microsoft recently announced the open-source release of Azure DeepStream Accelerator (ADA) in collaboration with Neal Analytics and NVIDIA, allowing developers to build Edge AI solutions with native Azure Services integration quickly.
-
Meta Releases data2vec 2.0 a High Efficiency Self-Supervised Model
Meta has released version 2.0 of Data2Vec, a self-supervised algorithm that can learn in the same way from three different modalities: speech, vision, and text, and achieves the same accuracy of the other computer vision models but 16x faster. The code and pretrained models are also shared with the other researchers.
-
OpenAI Unveils a Powerful, Cost-Effective, and User-Friendly Embedding Model
OpenAI is introducing text-embedding-ada-002, a cutting-edge embedding model that combines the capabilities of five previous models for text search, text similarity, and code search. This new model outperforms the previous most capable model, Davinci, on most tasks, while being significantly more cost-effective at 99.8% lower pricing.
-
Wayve's End-to-End Deep Learning Model for Self-Driving Cars
Wayve released a state-of-the-art end-to-end model for learning a world model and vehicular driving policy based on simulation data from CARLA, allowing autonomy to cars without HD maps. Wayve’s new Model-based Imitation Learning (MILE) is a machine-learning model, specifically a reinforcement learning architecture, that learns a model of the world and a driving policy during offline training.
-
Meta MultiRay Allows Efficiency on Large-Scale AI Models
Meta developed MultiRay, a platform that allows the cost-effective running state-of-the-art machine learning models. MultiRay allows models to run on the same input in order to share the majority of the running cost with a little addictive cost per model.
-
Instagram Notification Management Now Uses Causal Inference Instead of Click-through Rate
Instagram has changed the way of creating notifications, moving from CTR to causal inference and ML models to identify highly active users who are likely to receive the notifications.
-
AWS Researchers Propose a Method That Predicts Bias in Face Recognition Models Using Unlabeled Data
AWS researchers presented a novel method for evaluating bias in face recognition algorithms, which does not require data with identity annotations. The tests show that, despite the method's limitation to estimating a model's performance on data from various demographic groups, those estimates are reliable enough to identify performance discrepancies that are indicative of bias.
-
Microsoft Introduces New UI Experience for Trying out Computer Vision with Vision Studio
Microsoft recently introduced a new User Interface (UI) for developers called Vision Studio to try its Computer Vision API.
-
Microsoft Previews Computer Vision Image Analysis API 4.0
Recently Microsoft announced the public preview of a new version of the Computer Vision Image Analysis API, making all visual image features ranging from Optical Character Recognition (OCR) to object detection available through a single endpoint.
-
Meta Has Developed an AITemplate Which Transforms Deep Neural Networks into C++ Code
Meta AI has developed AITemplate (AIT), a unified open-source system with separate acceleration back ends for both AMD and NVIDIA GPU hardware technology. AITemplate (AIT) is a two-part Python framework for AI models that transforms them into much faster C++ code. It has a front-end that optimizes models through graph transformations and optimizations.
-
How GPT3 Architecture Enhanced AI Capabilities: Lifearchitect.ai Keynote At Devoxx
Dr. Alan D. Thompson, the man behind lifearchitect.ai, sees the current AI trajectory as a shift more profound than the discovery of fire, or the WWW. His Devoxx keynote presents the state of the AI industry, following Google’s Transformer architecture introduction, a true transformer of the industry that gave rise to new AI models, which can conceptualize images, books from scratch and much more.
-
Fitbit Health Solution and Google Cloud Introduce Device Connect for Fitbit
Fitbit Health Solutions and Google Cloud have recently announced the release of Device Connect for Fitbit, which will provide healthcare and life sciences enterprises with accelerated analytics and insights to help people live healthier lives.
-
Amazon Is Adding Visual Conversation Builder for Amazon Lex
Amazon is introducing the Visual Conversation Builder for Amazon Lex, a drag and drop interface to visualize and build conversation flows in a no-code environment. The Visual Conversation Builder greatly simplifies bot design.
-
Google Published Results on How ML-Enhanced Code Compilation Could Improve Developers’ Productivity
The rapid advances in natural language processing (NLP) opened a new direction to use deep learning models in providing smarter suggestions for developers while writing software codes. Google AI has recently published results on ML-enhanced code compilation and how it improved developers’ productivity considering different metrics.