Mobile Services
Hitachi Vantara Labs launches machine earning model management
NEW DELHI: Hitachi Vantara, a wholly owned subsidiary of Hitachi, has announced additional capabilities for machine learning orchestration to help data scientists monitor, test, retrain and redeploy supervised models in production.
These new tools in a data pipeline built in Pentaho to help improve business outcomes and reduce risk by making it easier to update models in response to continual change. Improved transparency gives people inside organizations better insights and confidence in their algorithms. Hitachi Vantara Labs is making machine learning model management available as a plug-in through the Pentaho Marketplace.
As organizations transform digitally, their algorithms become a key competitive advantage – and potentially a risk. Once a model is in production, it must be monitored, tested and retrained continually in response to changing conditions, then redeployed. Today this work involves considerable manual effort and, consequently, is often done infrequently. When this happens, prediction accuracy will deteriorate and impact the profitability of data-driven businesses.
David Menninger, SVP & Research Director, Ventana Research, said, “According to our research, two-thirds of organizations do not have an automated process to seamlessly update their predictive analytics models. As a result, less than one-quarter of machine learning models are updated daily, approximately one-third are updated weekly and just over half are updated monthly. Out-of-date models can create significant risk to organizations.”
New data science model management improves the process of machine learning deployments in three areas:
Get models into production faster: New machine learning orchestration steps support data and feature engineering. These steps evaluate models and improve their accuracy using real production data before going live. For further model tuning and to avoid overfitting, data operations teams can generalize models against production test data using a choice of cross-validation and holdout evaluation techniques. Algorithm-specific data preparation and cleaning tasks – also referred to as “last mile data prep” – are now automated. Operations teams can adjust model parameters using a simple GUI instead of writing and maintaining code, which frees data scientists to develop new models.
Maximize model accuracy, while in production: Once a model is in production, its accuracy typically degrades as new production data runs through it. To avoid this, a new range of evaluation statistics helps to identify degraded models. Rich visualizations and reports make it easier to analyze model performance and uncover errors. When updates or changes occur, new “challenger” models can be easily A/B-tested against the current “champion” models. Since test results are returned faster the model can be adjusted sooner.
Collaborate and govern model operations at scale: More organizations are demanding visibility into how algorithms make decisions. Lack of transparency often leads to poor collaboration in groups deploying and maintaining models including operations teams, data scientists, data engineers, developers and application architects. These new capabilities from Hitachi Vantara promote collaboration, providing data lineage of model steps and visibility of data sources and features that feed the model. This greater transparency allows data and data pipelines to be easily shared, standardized and reused across teams allowing new machine learning applications to be built faster. Benefiting from an enterprise-grade platform, the machine learning model steps are embedded into data pipelines and can run large data volumes in a highly available and secure environment.
“Machine learning and artificial intelligence (AI) are optimizing everything from customer interactions to enterprise operations. As these applications evolve, data scientist and IT operation teams will need to move newly trained models into production faster than ever before, which can jeopardize model accuracy, collaboration and governance,” said John Magee, VP, product marketing, Hitachi Vantara.
“Hitachi Vantara Labs’ machine learning model management provides improved algorithmic transparency and automation so application teams can focus their efforts on innovating rapidly without risking model deterioration,” John added.
Product Availability and Resources
Model management capabilities can be accessed in the Pentaho Marketplace beginning March 6, 2018.
NEW DELHI: Bharti Airtel, India’s telecommunications services provider, today announced the launch of its ultra-fast 5G services in 125 cities. Airtel 5G Plus service is now available to customers in over 265 cities in the country.
Airtel 5G Plus has three compelling advantages for customers. First, it runs on a technology that has the widest acceptance in the world with the most developed ecosystem. This ensures that all 5G smartphones in India seamlessly work on the Airtel network. Second, the company promises to deliver the best experience – between 20 to 30 times higher speeds than today coupled with brilliant voice experience and super-fast call connect. Finally, Airtel 5G Plus network will also be kinder to the environment with its special power reduction solution. Powered by the reliable Airtel network infrastructure, Airtel 5G Plus will provide superfast access to High-Definition video streaming, gaming, multiple chatting, instant uploading of photos et all.
Commenting on the launch, Randeep Sekhon, CTO, Bharti Airtel said, “5G has revolutionized the world of internet, ushering new era of connectivity and communications that will prove to be a game-changer for the country. At Airtel, we remain committed to delivering the highest quality of network and service to our customers as we roll-out 125 more cities today. Airtel was the first in the country to offer 5G services in October 2022, and today’s mega launch is our promise to connect every Airtel customer in the country with ultra-fast Airtel 5G Plus. Our 5G rollout is on track to cover all towns and key rural areas by March 2024.”
Airtel 5G Plus service availability will continue to rapidly expand – including service in all towns and villages in the country soon – as the company is working towards offering nationwide coverage. Airtel is now offering its 5G services in every major city from the upper northern city of Jammu to the southern tip of Kanyakumari.
In the last one year, Airtel has demonstrated the power of 5G with a host of powerful use cases that will change the way customers lead their lives and do business. From India’s first live 5G network in Hyderabad to India’s first private 5G network at the BOSCH facility in Bengaluru to partnering with Mahindra & Mahindra to make its Chakan manufacturing facility, India’s first 5G enabled auto manufacturing unit, Airtel has been at the forefront of 5G innovation.
NEW DELHI: Apple Inc has rolled out a beta programme to enable 5G on Apple devices as the upgrade lets users try out pre-release software.
This software upgrade enables 5G access on Apple devices, as and when service providers Jio, Airtel and Vodafone enable 5G network access, sources said.
Apple Users have to enrol for the Beta Programme on the website, install a profile and download the software.
Jio users using iPhone 12 and above, in cities where JioTrue5G has been rolled out, will be invited to the Jio Welcome Offer. Jio Welcome Offer provides unlimited 5G data at up to 1 Gbps speed to users at no additional cost. However, there is a condition that prepaid users must be on active Rs 239 and above plan. All Postpaid users are eligible for this trial.
Airtel is not providing any special 5G offer like Jio to their users. In the cities/areas in which the Airtel 5G network has been launched, users can trial 5G services as a part of their existing plan, once they have updated the latest Apple Beta software.
While an email sent to Apple did not solicit an immediate response, the firm had last month stated: “We are working with our carrier partners in India to bring the best 5G experience to iPhone users as soon as network validation and testing for quality and performance is completed. 5G will be enabled via a software update and will start rolling out to iPhone users in December”.
Airtel and Jio customers on iPhone 14, iPhone 13, iPhone 12 and iPhone SE (3rd generation) models can experience 5G as part of Apple’s iOS 16 Beta Software Program. The Apple Beta Software Program is open to anyone with a valid Apple ID who accepts the Apple Beta Software Program Agreement during the sign-up process.
If a user has an iCloud account, that is an Apple ID, it is recommended they use that. If they do not have an iCloud account or any other Apple ID, they can create one.
Customers who want to try the beta software should back up their iPhones before installing the beta software. It is recommended to install the beta software only on non-production devices that are not business-critical. Users can also provide feedback to Apple on quality and usability, which helps Apple identify issues, fix them, and make Apple software even better.
The iOS beta comes with the built-in Feedback Assistant app, which can be opened from the Home screen on the iPhone or iPad or from the Dock on the Mac.
Source: Press Trust of India
5g
Nokia wins multi-year deal with Reliance Jio India to build one of the largest 5G networks in the world
NEW DELHI: Nokia has announced that it has been selected as a major supplier by Reliance Jio to supply 5G Radio Access Network (RAN) equipment from its comprehensive AirScale portfolio countrywide in a multi-year deal. Reliance Jio is India’s number one mobile operator and has one of the largest RAN footprints in the world.
Under the contract, Nokia will supply equipment from its AirScale portfolio, including base stations, high-capacity 5G Massive MIMO antennas, and Remote Radio Heads (RRH) to support different spectrum bands, and self-organizing network software. Reliance Jio plans to deploy a 5G standalone network which will interwork with its 4G network. The network will enable Reliance Jio to deliver advanced 5G services such as massive machine-to-machine communications, network slicing, and ultra-low-latency.
Akash Ambani, Chairman Reliance Jio, commented: “We are pleased to be working with Nokia for our 5G SA deployment in India. Jio is committed to continuously investing in the latest network technologies to enhance the experience of all of its customers. We are confident that our partnership with Nokia will deliver one of the most advanced 5G networks globally.”
Pekka Lundmark, President and CEO at Nokia stated: “This is a significant win for Nokia in an important market and a new customer with one of the largest RAN footprints in the world. This ambitious project will introduce millions of people across India to premium 5G services, enabled by our industry-leading AirScale portfolio. We are proud that Reliance Jio has placed its trust in our technology and we look forward to a long and productive partnership with them.”
Nokia has a long-standing presence in India. This new deal will mean that Nokia is now supplying India’s three largest mobile operators.
