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Warnings over emotional AIs, OpenAI explains how it became video-game king, plus ML climate impact probe

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Roundup It’s nearly the end of the year, and if you’re not bored of AI yet, here’s more bits and bytes for you to consume.

How fair is your model? Check with TensorFlow: Folks over at Google have released Fairness Indicators, a range of tools to help developers calculate how fair a classifier model is.

The software looks for things like as the false positive rate and false negative rate and compares them across different classes to help highlight any biases in performance. Fairness Indicators helps show specific data points that affect a particular conclusion made by the model to show things like representation.

Google tested the tools using a model for content moderation. Fairness Indicators was used to analyze bias in a dataset used to train classifiers to label text as abusive, toxic, or inappropriate.

Fairness Indicators can be used to generate metrics for transparency reporting, such as those used for model cards, to help developers make better decisions about how to deploy models responsibly,” it said in a blog post this week.

The idea of model cards have been floating around for a little while, and Google proposes that important properties and limitations in a trained system are listed in a clear representation like a short document or card.

The tools won’t fix your models or minimize biases, they can only highlight where some of those issues might arise. It’s still a good start, however, and if you want to start using Fairness Indicators then here’s a link to a beta version of the software.

OpenAI’s Dota 2 paper: OpenAI wrapped up its Dota 2 project earlier this year and have now published a report describing its efforts to build an AI bot capable of beating the world champions at the e-sport game.

The 66-page report goes into detail on the the data, algorithms, and infrastructure needed to develop the agent known as OpenAI Five. The machine went through several iterations, continuously improving to first beat Dota 2 amateurs, semi-professionals, and eventually world champions.

The ambitious project spanned over three years and probably racked up tens of millions of dollars in computing costs. “When successfully scaled up, modern reinforcement learning techniques can achieve superhuman performance in competitive esports games. The key ingredients are to expand the scale of compute used, by increasing the batch size and total training time,” the paper said.

OpenAI believe cranking up compute is necessary to drive progress in AI. “While we focused on Dota 2, we hypothesize these results will apply more generally and these methods can solve any zero-sum two-team continuous environment which can be simulated in parallel across hundreds of thousands of instances. In the future, environments and tasks will continue to grow in complexity. Scaling will become even more important (for current methods) as the tasks become more challenging,” it concluded.

You can read the paper here and also see a whole recap of the Dota 2 project.

AI reports of 2019: Here’s two AI reports to read at the end of the year. One comes from the AI Now Institute and the other is from the AI Index project.

The AI Now Institute based at New York University focuses on the social impacts of machine learning. The report offers a sobering view of the emerging technology with the institute calling for a ban on all facial recognition systems used by the government or systems that affect people’s livelihoods, such as using emotion detection to analyse candidates in job interviews.

It also calls for the government to examine the energy consumed by the AI industry to assess its environmental impact. Any future AI policies should take into account its carbon footprint before being deployed. There are also important chapters addressing about bias in research, tech worker unionisation, and privacy and surveillance in AI.

“The spread of algorithmic management technology in the workplace is increasing the power asymmetry between workers and employers. AI threatens not only to disproportionately displace lower-wage earners, but also to reduce wages, job security, and other protections for those who need it most,” the report began.

“If the past year has shown us anything, it is that our future will not be determined by the inevitable progress of AI, nor are we doomed to a dystopic future. The implications of AI will be determined by us—and there is much work ahead to ensure that the future looks bright,” it concluded.

You can read it here [PDF].

The second one led by Stanford University tracks the progress of the field. The annual AI Index report is now in its third year and began in 2017.

It’s split into nine chapters and is a hefty read at 290 pages. Don’t worry, it’s not all text and there are charts, tables, and graphs sprinkled all throughout to help visualize the vital trends and patterns.

The report discusses everything from the number of peer-reviewed papers, attendance at AI conferences, time it takes to train the largest models, number of jobs in AI, investment for startups, to how the technology is shaping policies and laws.

So, sit down with a brew before you dive in here [PDF]. ®

Republished from https://go.theregister.co.uk/feed/www.theregister.co.uk/2019/12/16/ai_roundup_131219/

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YES Foundation, FUEL collaborate to skill disadvantaged youth

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YES Foundation and Friends Union for Energising Lives (FUEL) have come together to launch a future skills training programme for disadvantaged youth and make them job ready. Through the programme, YES Foundation will train more than 3,500 youth in artificial intelligence (AI) and digital marketing, and equip them with the right aptitude and employability skills. The two entities will help the youth pursue their chosen path by connecting them with industry partners for internships/placements

As per the India Skills Report 2021, only 45.9 per cent of the Indian youth is employable, whereas the majority (85.92 per cent) are looking for internship opportunities to kickstart their careers. With competition for jobs increasing, and advanced technology, and new jobs coming into the market, futuristic skills such as AI, digital marketing and cloud computing require to be mastered to fulfil job demands.

Therefore, YES Foundation has partnered with FUEL, to provide career counselling and skills training to youth. On completion of the programme, the students will be awarded certificates by FUEL and YES Foundation, jointly, along with help with job placement. Interested youth can register for the programme on https://bit.ly/fuelmh.

The programme will make youth more self-aware through aptitude and soft skills training. It will better equip them to choose meaningful career paths and learn futuristic skills, and receive help from the collaboration to find jobs.

Through this programme, “we can convert our population into an asset through skilling and contribute to nation building,” said Nawab Malik, Cabinet Minister of Skill Development and Entrepreneurship, Maharashtra.

Prashant Kumar, MD & CEO, YES BANK, believes, “Skilling youth in futuristic technology will not only offer a steppingstone to rewarding career options of the future, but also go a long way in ensuring sustained economic growth and technological innovation”.

The programme is “aligned with the Bank’s overall CSR strategy and the global sustainable development goals”.

Ketan Deshpande, founder & CEO, FUEL revealed that they had “applied for Private Skill University, and therefore, we invite leading corporates of India to partner with us.”

In addition to Malik, Kumar, and Deshpande, others who were present at the inauguration of the initiative included, Manisha Verma, Principal Secretary, Skill Development Department, Maharashtra and Santosh Huralikoppi, chief mentor, FUEL.

Having already trained 45,000 youth in futuristic skills, FUEL works in the fields of skill development, career counseling, and scholarships for the disadvantaged youth of India under the CSR initiative of various leading corporates. YES Foundation —registered as YES BANK’s ‘Settlor’ — focuses on stimulating employability and entrepreneurship and promoting environmental sustainability, to bridge gaps and act as a force multiplier towards an empowered and equitable India.

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Source: https://www.hrkatha.com/skill-india/yes-foundation-fuel-collaborate-to-skill-disadvantaged-youth/

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Why You Need a Truck Accident Lawyer to Represent You

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The trucking industry is an essential part of the economy and it’s an ongoing measure for our goods to travel far without issues. Truck drivers put an incredible amount of effort into what they do every day, but most people still overlook this entire process and refer to trucking as an easy job where you just sit and drive. That couldn’t be further from the truth. 

The Reality of Driving a Truck for a Living

Truck driving is hard and stressful, even the initial procedure of becoming a driver takes a lot of time and concentration. You’ll find yourself spending a lot of time alone and on the road, driving for hours on end. Your only interactions will be with customers and strangers. Racking up around 3,000 miles each week on the job is more common than you might think, and late-night shifts happen regularly when a driver needs to meet a specific deadline. 

Trucking is not merely a job, but a lifestyle—and it’s not an easy one and not for everyone. But if you like having a lot of time for yourself, meeting new people, and experiencing the feeling of a long road trip, this hard and stressful job can be a pleasant and unique adventure. Of course, adventure is exempt from facing the unexpected, especially when it involves driving a large vehicle for many hours. 

Nowadays, truck accidents are becoming more common and they’re far more dangerous than a typical car crash. When you find yourself in an accident involving a truck, there’s a good chance someone got seriously hurt, and it’s important that you focus and follow the correct steps to avoid causing even more damage. 

But following the right steps by yourself after a traumatic event is not easy, and that’s why a lawyer can be crucial.

How a Lawyer Handles a Truck Accident and How Liability Works

A truck accident will usually cause a lot of damage and involve multiple parties. Identifying the at-fault party won’t be easy. The responsibility for your injuries could fall on the truck driver, the trucking company, the truck manufacturer, and so on. These variables make gathering evidence for your case even more difficult, and it’s not something you want to do yourself while you’re dealing with injuries. 

If you want to receive proper compensation, a lawyer will examine your case and ensure you receive everything you deserve after identifying the liable party. He will also take care of calculating economic and non-economic damages, as a truck accident will likely incur both. Medical bills associated with the accident will probably be your first thought, and if you deal with the entire case by yourself, you’ll probably receive a settlement offer that will only cover those. Truck accident lawyers in Vegas can help you understand how that would be a big mistake. 

An accident can change your life in many ways that do not involve money at all, and you need to be adequately compensated for all non-economic damages along with all your medical bills. Emotional distress, pain, and all kinds of suffering that sometimes don’t appear immediately need to be taken into consideration. A lawyer can ensure nothing is missed. 

If multiple parties are involved, you’ll need to handle negotiations with each and every one of them, especially if there’s more than one party responsible for the event. There’s no way around it, a truck accident lawyer is fundamental if you want to be adequately compensated. Always hire one while you take care of your injuries—you won’t regret it.

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Source: https://1reddrop.com/2021/09/27/why-you-need-a-truck-accident-lawyer-to-represent-you/?utm_source=rss&utm_medium=rss&utm_campaign=why-you-need-a-truck-accident-lawyer-to-represent-you

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Why You Need a Truck Accident Lawyer to Represent You

Published

on

The trucking industry is an essential part of the economy and it’s an ongoing measure for our goods to travel far without issues. Truck drivers put an incredible amount of effort into what they do every day, but most people still overlook this entire process and refer to trucking as an easy job where you just sit and drive. That couldn’t be further from the truth. 

The Reality of Driving a Truck for a Living

Truck driving is hard and stressful, even the initial procedure of becoming a driver takes a lot of time and concentration. You’ll find yourself spending a lot of time alone and on the road, driving for hours on end. Your only interactions will be with customers and strangers. Racking up around 3,000 miles each week on the job is more common than you might think, and late-night shifts happen regularly when a driver needs to meet a specific deadline. 

Trucking is not merely a job, but a lifestyle—and it’s not an easy one and not for everyone. But if you like having a lot of time for yourself, meeting new people, and experiencing the feeling of a long road trip, this hard and stressful job can be a pleasant and unique adventure. Of course, adventure is exempt from facing the unexpected, especially when it involves driving a large vehicle for many hours. 

Nowadays, truck accidents are becoming more common and they’re far more dangerous than a typical car crash. When you find yourself in an accident involving a truck, there’s a good chance someone got seriously hurt, and it’s important that you focus and follow the correct steps to avoid causing even more damage. 

But following the right steps by yourself after a traumatic event is not easy, and that’s why a lawyer can be crucial.

How a Lawyer Handles a Truck Accident and How Liability Works

A truck accident will usually cause a lot of damage and involve multiple parties. Identifying the at-fault party won’t be easy. The responsibility for your injuries could fall on the truck driver, the trucking company, the truck manufacturer, and so on. These variables make gathering evidence for your case even more difficult, and it’s not something you want to do yourself while you’re dealing with injuries. 

If you want to receive proper compensation, a lawyer will examine your case and ensure you receive everything you deserve after identifying the liable party. He will also take care of calculating economic and non-economic damages, as a truck accident will likely incur both. Medical bills associated with the accident will probably be your first thought, and if you deal with the entire case by yourself, you’ll probably receive a settlement offer that will only cover those. Truck accident lawyers in Vegas can help you understand how that would be a big mistake. 

An accident can change your life in many ways that do not involve money at all, and you need to be adequately compensated for all non-economic damages along with all your medical bills. Emotional distress, pain, and all kinds of suffering that sometimes don’t appear immediately need to be taken into consideration. A lawyer can ensure nothing is missed. 

If multiple parties are involved, you’ll need to handle negotiations with each and every one of them, especially if there’s more than one party responsible for the event. There’s no way around it, a truck accident lawyer is fundamental if you want to be adequately compensated. Always hire one while you take care of your injuries—you won’t regret it.

Recommended Products

PlatoAi. Web3 Reimagined. Data Intelligence Amplified.
Click here to access.

Source: https://1reddrop.com/2021/09/27/why-you-need-a-truck-accident-lawyer-to-represent-you/?utm_source=rss&utm_medium=rss&utm_campaign=why-you-need-a-truck-accident-lawyer-to-represent-you

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Rich Dad Poor Dad’s Author Now Invests in ETH After BTC and Gold

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During a period of major corporate and institutional interest in the crypto industry, nearly 5,000 new tokens have emerged in the last 12 months, averaging over 10 new coins per day, new data shows.

Cryptocurrency Boom of 2021

As can be observed on CoinMarketCap’s homepage, the number of existing cryptocurrencies has recently surpassed 12,000. This is well over the approximately 7,100 coins recorded by the site in September of last year, meaning that at least 4,900 new digital assets have been created in the last 12 months alone.

This represents the largest YoY surge in the absolute number of cryptocurrencies since Bitcoin’s inception. During this time, the digital asset industry achieved a total market cap of over $2 trillion.

Interest in crypto creation is largely driven by Bitcoin’s price gains in the past year, as well as increasing institutional involvement in the space.

As household names like Elon Musk and Jack Dorsey show support for the industry and its possibilities, both creative and financial interest continues to be drawn into the space. This further bolsters the markets, inspiring developers to work on their own cryptocurrencies to avoid missing out on potential gains and demand.


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Furthermore, digital assets have garnered high interest as an asset class for hedging against inflation – especially during the economic crisis created by the coronavirus pandemic. While September of 2020 saw stock markets plunge, cryptocurrencies mostly held their value. This may have inspired even more creators to start investing and developing in the emerging asset class.

Is This a Good Thing for Crypto?

Through increased interest and technological development is crucial to the crypto industry’s growth, an ever-growing number of coins may be counterproductive or even dangerous.

For example, SEC chair Gary Gensler is only more skeptical of the space due to the vast number of tokens in existence. Recognizing that there is no room for thousands of different currencies, he plans to further regulate the industry to protect investors before some of them inevitably collapse.

Indeed, many of these tokens seem like dangerous investments – if not outright scams. Over $25 million were lost to crypto scams among Australians only in the first half of 2021

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Source: https://coingenius.news/rich-dad-poor-dads-author-now-invests-in-eth-after-btc-and-gold-27/?utm_source=rss&utm_medium=rss&utm_campaign=rich-dad-poor-dads-author-now-invests-in-eth-after-btc-and-gold-27

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