WHY IT MATTERS: Digital Transformation
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Do you know the difference between #dataAnalyst, #dataScientist, #dataEngineer and #MLEngineer, 4 key roles In #DataScience?

Do you know the difference between #dataAnalyst, #dataScientist, #dataEngineer and #MLEngineer, 4 key roles In #DataScience? | WHY IT MATTERS: Digital Transformation | Scoop.it

The field of data science is continuously growing, subsequently, there are a ton of career roles available for one to choose from within the data science domain. This blog lists down some of the most emerging career options in data science one can opt for.

Farid Mheir's insight:

WHY IT MATTERS: a good explanation of the difference between 4 key roles in data science.

thomas william's curator insight, March 17, 2:35 AM
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Tech trends from @Bain&Company posits that #Technology Is Reshaping the Global Economy

Tech trends from @Bain&Company posits that #Technology Is Reshaping the Global Economy | WHY IT MATTERS: Digital Transformation | Scoop.it

Technology has emerged as the primary disruptor and value creator across all sectors.

Farid Mheir's insight:

WHY IT MATTERS: this tech trends is different than other "lists" in that it analyses a number of topics and provides useful data trends to understand the issues. Well done and very useful. I highlight the change in buying behaviour in the chart I extracted (buyers know what they want more than in the past but sellers have yet to adapt to this new normal) - but I guarantee the report has a bunch more. 

marian's curator insight, October 16, 2021 7:38 AM

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Scooped by Farid Mheir
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60 patterns to tackle common #AI challenges by @SmarterPatterns

60 patterns to tackle common #AI challenges by @SmarterPatterns | WHY IT MATTERS: Digital Transformation | Scoop.it

A collection of interaction patterns that provide solutions for common AI challenges.

Farid Mheir's insight:

WHY IT MATTERS: interesting to see what are the building blocks of AI solutions. A reference to keep.

marian's curator insight, October 16, 2021 7:40 AM

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What is Artificial Intelligence & explaining it from different dimensions #AI #infographics

What is Artificial Intelligence & explaining it from different dimensions #AI #infographics | WHY IT MATTERS: Digital Transformation | Scoop.it

Demystifying and providing a big picture view of Artificial Intelligence. Also discuss how AI encompasses and includes machine learning, deep learning, NLP, speech recognition, image recognition etc.

Farid Mheir's insight:

WHY IT MATTERS: nice one pager summary of key AI concepts, in particular everything around devOps for AI. Warning: this is circa 2017, so key areas are a bit dated.

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Brush up on #buzzword compliance: The top #technology #trends via @McKinsey

Brush up on #buzzword compliance: The top #technology #trends via @McKinsey | WHY IT MATTERS: Digital Transformation | Scoop.it

Which technology trends have the most momentum in an accelerating world? We ranked the top cross-industry trends that matter most for companies and executives.

Farid Mheir's insight:

WHY IT MATTERS: a good overview, well presented of tech trends for executives. Beware: for long-term strategy discussions only!

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Awesome curated list of #DeepLearning tutorials, projects and communities #crowdsourced and made available via @gitHub is testament of the vitality of the #AI field and its community

Awesome curated list of #DeepLearning tutorials, projects and communities #crowdsourced and made available via @gitHub is testament of the vitality of the #AI field and its community | WHY IT MATTERS: Digital Transformation | Scoop.it

A curated list of awesome Deep Learning tutorials, projects and communities.

Farid Mheir's insight:

WHY IT MATTERS: this list is most useful as it contains hundreds of links and references curated by the community. What is also noteworthy is how it is maintained and delivered: using gitHub, the solution to manage open source projects. It serves for me as a guide about what is possible when using crowdsourcing.

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Software Performance Engineering: Save Us From the End of Moore’s Law? - via @IEEESpectrum @Science

Software Performance Engineering: Save Us From the End of Moore’s Law? - via @IEEESpectrum @Science | WHY IT MATTERS: Digital Transformation | Scoop.it

Performance engineering will be riskier than Moore’s Law ever was. Companies may not know the benefits of their efforts until after they’ve invested substantial programmer time. And speed-ups may be sporadic, uneven, and unpredictable. But as we reach the physical limits of microprocessors, focusing on software performance engineering seems like the best option for most programmers to get more out of their computers.

Farid Mheir's insight:

WHY IT MATTERS: this is a well known fact, developers are lazy as often the hardware is more powerful than what they need to do the job. But as we reach limits of hardware and as AI improves it seems that we may be able to throw software at the problem and have machine algorithms to improve the performance of systems. The impacts are high, from allowing less powerful hardware to run your app or reducing the cost in high volume applications (think data centers or the billions of internet of things devices). 

Read the full paper onScience or just the abstract to get an overview here:

https://science.sciencemag.org/content/368/6495/eaam9744

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How Facebook uses machine learning to detect fake accounts

How Facebook uses machine learning to detect fake accounts | WHY IT MATTERS: Digital Transformation | Scoop.it

Facebook uses over 20,000 deep features to characterize each account, providing a snapshot of how each profile behaves to make it difficult for attackers to game the system by changing tactics.

Farid Mheir's insight:

WHY IT MATTERS: Facebook uses large datasets to identify fake accounts. This article explains how.

Also

- video of the conference presentation: https://atscaleconference.com/videos/fighting-abuse-scale-2019-deep-entity-classification-an-abusive-account-detection-framework/

- description of the process: https://www.eyerys.com/articles/how-deep-entity-classification-ai-helped-facebook-remove-billions-fake-accounts

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Why @zapier replaced daily standup meetings with a robot and managed to be more efficient

Why @zapier replaced daily standup meetings with a robot and managed to be more efficient | WHY IT MATTERS: Digital Transformation | Scoop.it

In our Strategic Apps group at Zapier, we've figured out a way to do standups in a timely manner, make them minimally disruptive, and not add a burden to anyone else. To cut to the chase, we delegated most of the work to a robot, and we do it all asynchronously.

Farid Mheir's insight:

WHY IT MATTERS: I like the use of technology when it can reduce tedious repetitive tasks. This is a great example. Agile team perform daily standup meetings which are supposed to be quick information sessions to keep everyone abreast of progress and reduce blindspots. They often turn out to be too long and unproductive when people don't follow rules. Zapier development team has leveraged a bot to perform that task and hopefully achieve same results without wasting people's time. I find it an interesting use of technology. 

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This is the Architecture Powering Machine Learning at LinkedIn

This is the Architecture Powering Machine Learning at LinkedIn | WHY IT MATTERS: Digital Transformation | Scoop.it

Building the infrastructure to manage the lifecycle of machine learning models remains a challenge for most organizations. While we have seen tremendous advancements in machine/deep learning…

Farid Mheir's insight:

WHY IT MATTERS: always good to know what others are doing. Here, LinkedIn use of AI. The post has interesting link to LI engineering blog, worth reading.

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Toward artificial intelligence that learns to write code

Toward artificial intelligence that learns to write code | WHY IT MATTERS: Digital Transformation | Scoop.it

SketchAdapt, program-writing artificial intelligence system, learns how to compose short, high-level programs, while letting a second set of algorithms find the right sub-programs to fill in the details.

Farid Mheir's insight:

WHY IT MATTERS: AI may actually kill the job of software development!

Marcin Jakub Sołtysiak's curator insight, January 2, 2020 9:25 AM
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Wafer-Scale Deep Learning wafer-scale chip details the technology behind 1 trillion transistor largest ever commercial chip manufactured: the scale and the power of this device is unheard of @cereb...

Wafer-Scale Deep Learning wafer-scale chip details the technology behind 1 trillion transistor largest ever commercial chip manufactured: the scale and the power of this device is unheard of @cereb... | WHY IT MATTERS: Digital Transformation | Scoop.it

The WSE (pronounced “wise”) is the largest commercial chip ever manufactured, built to solve the problem of deep learning compute. The WSE is 1.2 trillion transistors, packed onto a single 215mm x 215mm chip with 400,000 AI-optimized cores, connected by a 100Pbit/s interconnect. The cores are fed by 18 GB of super-fast, on-chip memory, with an unprecedented 9 PB/s of memory bandwidth.

Farid Mheir's insight:

WHY IT MATTERS: this article and accompanying PDF presentation dive into the technical details of how it is now possible to put 1 trillion transistor on a chip designed for the sole purpose of machine learning. This is a BIG DEAL.

Slides and word document are here:

 

https://secureservercdn.net/198.12.145.239/a7b.fcb.myftpupload.com/wp-content/uploads/2019/08/HC31_1.13_Cerebras.SeanLie.v02.pdf

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Implement #FaceDetection in few lines of Python code shows image processing using #ML has become trivial: expect to see it in all kinds of products + expect all kinds of errors due to training data...

Implement #FaceDetection in few lines of Python code shows image processing using #ML has become trivial: expect to see it in all kinds of products + expect all kinds of errors due to training data... | WHY IT MATTERS: Digital Transformation | Scoop.it

Face detection is the ability of a computer program to identify and locate human faces in a digital image. Face detection is one of the most common applications of Artificial Intelligence. From camera applications in smartphones to Facebook’s tag suggestions, the use of face detection in applications is increasing every single day.

 
Farid Mheir's insight:

WHY IT MATTERS: few lines of code is all you need to do things that were considered impossible 5 years ago. With this powerful tool at their finger, expect pretty every website and system to include face detection and other image processing features to be included in the coming years. But few developers will know about the limitations of the technology, especially the biais that may exist in the training data. As in this example, you realize that the "confidence" has not been used in the example, but yet it seems to be an essential information to interpret the results. There will be many many errors due to this in the coming years before the technology really is fool proof.

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5 technical challenges Cerebras overcame in building the first trillion-transistor chip highlights the state of the art in silicon fabrication & advances we can expect in #machineLearning and #AI i...

5 technical challenges Cerebras overcame in building the first trillion-transistor chip highlights the state of the art in silicon fabrication & advances we can expect in #machineLearning and #AI i... | WHY IT MATTERS: Digital Transformation | Scoop.it

Superlatives abound at Cerebras, the until-today stealthy next-generation silicon chip company looking to make training a deep learning model as quick as buying toothpaste from Amazon. Launching after almost three years of quiet development, Cerebras introduced its new chip today — and it is a doozy.

Farid Mheir's insight:

WHY IT MATTERS: this is a BIG deal in hardware design. Being able to fabricate such a large system enables capabilities to a scale previously unheard of. Read this article for a high level overview, watch the next blog post for an in depth description.

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Simple visualization shows the problems that #AI - actually #machineLearning - can solve today

Simple visualization shows the problems that #AI - actually #machineLearning - can solve today | WHY IT MATTERS: Digital Transformation | Scoop.it

Digital business transformation trailblazers who are actively promoting the adoption and use of artificial intelligence (AI) clearly need to be better at communicating, separating fact from science fiction. AI business champions must keep it real and stay focused on tangible business value. A data analytics, big data and AI pioneer shares how business leaders can effectively advocate for AI.

Farid Mheir's insight:

WHY IT MATTERS: machine learning is really powerful because it allows computer to tackle problems that were not possible to solve using traditional computer programming and software engineering techniques.

Fabienne Fayad's curator insight, September 23, 2019 1:53 PM
A good way to see things!
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Why #MachineLearning is so important: it makes image analysis accurate, fast and cheap - and every problem can be turned into an image analysis problem - read "Computers that can see" from @benedic...

Why #MachineLearning is so important: it makes image analysis accurate, fast and cheap - and every problem can be turned into an image analysis problem - read "Computers that can see" from @benedic... | WHY IT MATTERS: Digital Transformation | Scoop.it

Computer vision turns imaging into a universal input - it lets computer see. So what kinds of things will become vision problems, and how does that change Google or Instagram?

Farid Mheir's insight:

WHY IT MATTERS: every computer problem can be thought of as image analysis. Face recognition and cancer detection in radiography of course, but also product search for example. This is why machine learning is such a big deal: it makes image recognition possible in a wide range of scenarios quickly with great accuracy. After all it makes sense as humans and animals rely on vision so much and that other senses can be converted into images (think sound waves, touch nerve patterns, smell, etc.

 

Image via www.vpnsrus.com

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43 Rules of #MachineLearning from @Google provides a Universal Guide to structure your organization, team and resources towards building your first Machine Learning driven solution #bestPractice

43 Rules of #MachineLearning from @Google provides a Universal Guide to structure your organization, team and resources towards building your first Machine Learning driven solution #bestPractice | WHY IT MATTERS: Digital Transformation | Scoop.it

This document is intended to help those with a basic knowledge of machine learning get the benefit of Google's best practices in machine learning. It presents a style for machine learning, similar to the Google C++ Style Guide and other popular guides to practical programming. If you have taken a class in machine learning, or built or worked on a machine­-learned model, then you have the necessary background to read this document.

Farid Mheir's insight:

WHY IT MATTERS: Google is arguably one of the most advanced organizations in the world in their use of machine learning to improve and augment their tools. Learn from their experience in this very detailed 43 rule document on how to tackle your first AI project.

Get the mind map one pager here: https://www.xmind.net/m/yzS4/

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Fabienne Fayad's curator insight, May 26, 2019 11:19 AM
Vraiment intéressant sur le Machine Learning!
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Machine Learning for Everyone In simple words With real-world examples provides an overview of the algorithms that power most of what is called #AI today #ML #MachineLearning

Machine Learning for Everyone In simple words With real-world examples provides an overview of the algorithms that power most of what is called #AI today #ML #MachineLearning | WHY IT MATTERS: Digital Transformation | Scoop.it

A simple introduction for those who always wanted to understand machine learning. Only real-world problems, practical solutions, simple language, and no high-level theorems. One and for everyone. Whether you are a programmer or a manager.

Farid Mheir's insight:

WHY IT MATTERS: Machine Learning is a subset of Artificial Intelligence that has received huge interest in recent years. This papers explains the algorithms behind the technology in order to explain how machine learning works and where it can be applied. All in relative simple terms.

For other introduction posts:

- https://fmcs.digital/blog/machine-learning-cheat-sheets-from-stanford-and-mit-are-also-being-translated-in-multiple-languages-on-github-geek-ai-machinelearning-great/

https://fmcs.digital/blog/introduction-to-deep-learning-via-algorithmia-ai-deeplearning-reference/

https://fmcs.digital/blog/suggested-reading-on-ai-to-understand-the-basics/

https://fmcs.digital/blog/complete-chart-of-neuralnetwork-architectures-via-asimovinstitute/

https://fmcs.digital/blog/deeplearning-for-complete-beginners-recognising-handwritten-digits-by-cambridge-coding-academy/

Cubic Logics's comment, April 29, 2019 8:24 AM
Great
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Technology Radar is An opinionated guide to technology frontiers from @ThoughtWorks

Technology Radar is An opinionated guide to technology frontiers from @ThoughtWorks | WHY IT MATTERS: Digital Transformation | Scoop.it

The Technology Radar is an opinionated guide to technology frontiers. The Radar captures the output of the Technology Advisory Board’s discussions in a format that provides value to a wide range of stakeholders, from developers to CTOs. The content is intended as a concise summary.

Farid Mheir's insight:

WHY IT MATTERS: an update to the technology radar - always good to stay abreast of the new tools for software development.

Scott Fuhriman's curator insight, April 26, 2019 12:33 PM

I found this visual of the software development landscape appealing and interesting as one perspective of seeing the forest through the trees. Download the free PDF report for a thorough review.

Carlos Augusto Zerga Morante's curator insight, April 27, 2019 1:01 PM
neurociencia
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Tesla Autopilot HW3 details from teslamotors describes a supercomputer in every Tesla cars to enable self-driving capabilities

Tesla Autopilot HW3 details from teslamotors describes a supercomputer in every Tesla cars to enable self-driving capabilities | WHY IT MATTERS: Digital Transformation | Scoop.it

For the past few months Tesla has been slowly sharing details of its upcoming “Hardware 3” (HW3) changes soon to be introduced into its S/X/3 lineup. Tesla has stated that cars will begin to be built with the new computer sometime in the first half of 2019, and they have said that this is a simple computer upgrade, with all vehicle sensors (radar, ultrasonics, cameras) staying the same. Today we have some information about what HW3 actually will (and won’t) be.

Farid Mheir's insight:

WHY IT MATTERS: this very detailed and technical article describes the hardware components that make up the Tesla computer that drives autopilot and that should be powerful enough to enable self-driving in every Tesla today as promised. 

Claudio Marongiu's curator insight, April 27, 2019 10:59 AM
Tesla ha appena presentato sul mercato la nuova model3, l'auto che ufficialmente è in grado di guidare da sola. La parte interessante è che anche i vecchi modelli (quelli in grado di offrire un autopilot "parziale") potranno essere aggiornati con un chip che si trova dietro il volante, rendendo quindi potenzialmente tutte le tesla in grado di guidare senza autista. 

Ritengo che questa tecnologia sia ancora acerba, ma senz'altro riguarderà il futuro dei trasporti nelle nostre città.
Cubic Logics's comment, April 29, 2019 8:24 AM
Thankssss
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Most popular programming language frameworks and tools for machine learning via @Oreilly #AI #machineLearning #BigData

Most popular programming language frameworks and tools for machine learning via @Oreilly #AI #machineLearning #BigData | WHY IT MATTERS: Digital Transformation | Scoop.it

More than 1,300 people mainly working in the tech, finance and healthcare revealed which machine-learning technologies they use at their firms, in a new O'Reilly survey.

Farid Mheir's insight:

WHY IT MATTERS: frameworks tools and technologies for machine learning have evolved very rapidly and play in big part in making AI a reality.

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Machine Box is a new service that provides Machine learning "in a box" and could help deploy AI way more easily than what is possible today #AI #machineLearning

Machine Box is a new service that provides Machine learning "in a box" and could help deploy AI way more easily than what is possible today #AI #machineLearning | WHY IT MATTERS: Digital Transformation | Scoop.it

Now you can add state of the art machine learning features to your applications. Production ready Docker containers that you can run, deploy, and scale.

Farid Mheir's insight:

WHY IT MATTERS: visual pattern recognition using machine learning techniques is fast becoming a commodity with services like this one. It allows developers to deploy pre-trained solutions for image analysis. Not sure it is the best model or the perfect solution but it does lower the barrier of entry for most developers in the field.

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New technologies like #AI and #blockchain are so early that it remains relatively easy to enter the field as is described here in "The cold start problem: how to build your machine learning portfol...

New technologies like #AI and #blockchain are so early that it remains relatively easy to enter the field as is described here in "The cold start problem: how to build your machine learning portfol... | WHY IT MATTERS: Digital Transformation | Scoop.it

What Ron and Alex did might might seem like too much work, but really, it isn’t much more than you’d be expected to do in a real job. And that’s the whole point: when you don’t have work experience doing X, hiring managers will look for things you’ve done that simulate work experience doing X.
Fortunately you only need to do build a project at this level once or twice — Ron and Alex’s projects got reused over and over for all their interviews.
So if I had to summarize the secret to a great ML project in one sentence, it would be: Build a project with an interesting dataset that took obvious effort to collect, and make it as visually impactful as possible.

Farid Mheir's insight:

WHY IT MATTERS: AI, blockchain, IOT are still early enough in their lifespan that it is easy for anyone to get in, given that they have the interest and willingness to learn. This article describes 2 students, Ron and Alex, got into AI. It reminds me very much of the early Internet years. So get in, now, while it is still relatively easy.

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Artificial Intelligence is the New Electricity by Andrew Ng #AI 

Artificial Intelligence is the New Electricity by Andrew Ng #AI  | WHY IT MATTERS: Digital Transformation | Scoop.it

Former Baidu Chief Scientist, Coursera co-founder, and Stanford Adjunct Professor — gave a talk at the Stanford MSx Future Forum. During the talk, Professor Ng shared his opinion on AI. He mainly discussed how artificial intelligence (AI) is transforming industry and business.

Farid Mheir's insight:

WHY IT MATTERS: we must learn from the best. Ng is one of the best. Read, learn, apply.

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Machine Learning cheat sheets from @Stanford and @MIT are also being translated in multiple languages on #github #geek #AI #MachineLearning #Great

Machine Learning cheat sheets from @Stanford and @MIT are also being translated in multiple languages on #github #geek #AI #MachineLearning #Great | WHY IT MATTERS: Digital Transformation | Scoop.it
Teaching page of Shervine Amidi, Graduate Student at Stanford University.
Farid Mheir's insight:

WHY IT MATTERS: machine learning is based on mathematics and computer science. Here are cheat sheets to help guide students - but in reality they are good for everybody. Also look on github for translations in multiple languages...

Zayn Thomas's comment, September 18, 2018 8:06 AM
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Vezta & Co.'s curator insight, September 19, 2018 8:37 AM

WHY IT MATTERS: machine learning is based on mathematics and computer science. Here are cheat sheets to help guide students - but in reality they are good for everybody. Also look on github for translations in multiple languages...

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