Did you know I can change my voice ? No ? Try listening to these samples:
Impressed ? I s’ld give a try to dubbing movies I guess 😉
These “modulations” are powered by a service called Modulate.ai, a company based in Cambridge, Massachusetts. They use a combination of machine learning, signal processing, and hard-won intuition to develop real-time “voice skins”. Given now AI has started getting “creative”, I thought of coming up with a series of blog posts around these – I call it “Attach of the Fakes” as this is what I see happening in very near future.
Those who have been following Generative Adversarial Networks or GANs can already guess the use of adversarial training. Modulate team has detailed their approach in this excellent blog post. They have built a new kind of voice conversion architecture: parallel sample generation, adversarially trained for voice conversion, inspired by parallel wavenet architecture. They secured a seed round of $2M just last week but have got a lot of buzz and excitement around their technology already. To read more you can go to this post as well on MIT Technology Review which has featured them last week.
Now with this technology you can already imagine yourself impersonating _ANYBODY_ and hence this is rightfully giving nightmares to activists already. But this is true for a lot of recent development around AI and Modulate team is very well aware of the potential of misuse. Given the fact that humanity has overcome so many challenges I am sure this is a problem which will be solved 🙂
Btw, I have more of my “voice skins”, listen to me as “Evan” and “Katie” below:
Sometimes called “the forgetting gene,” APOE comes in three common versions, called 2, 3, and 4. Type 2 lowers a person’s risk, 3 is average, and 4 increases the chance dramatically. The risk is so great that doctors avoid testing people for APOE because a bad result can be upsetting, and there’s nothing to do about it. There’s no cure, and you can’t change your genes, either.
I see this as a precursor to preventive health which is slowly emerging and is the only model for a sustainable world wherein the incentives are aligned rightly to preventing diseases rather than making money by prolonged care.
I have always been a Nvidia fan boy, right from my days of assembling PCs in IIT Bombay and selling it to the gaming crowd there. Never though imagined that one day same Nvidia will fuel the Artificial Intelligence revolution.
For the uninitiated Nvidia makes GPUs (Graphical Processing Units) which other than being used heavily for gaming have proved to be a game-changer for Artificial Intelligence, driven by its ability to execute tasks in parallel at a large scale. Practically now GPUs are being leveraged for every kind of heavy number crunching be it in any application which uses Deep Learning or Machine Learning. Nvidia organises GPU Technology Conferences globally, with the main event in San Jose kickstarting the calendar every year.
Naturally when I visited GTC last year at San Jose, I was like ‘Alice in wonderland’ given the sheer scale of event with hundreds of companies from all around the world showcasing the best technologies and applications. Attendees were estimated to be 9000 plus so its easily one of the biggest technology events now. Seeing that I made a promise to myself that next year I will get Innoplexus too there. At the same GTC I came to know about Nvidia’s amazing Inception program and applied for it. We showcased our technology to Nvidia experts and after few rounds we became an Inception program member. It helps startups working in AI and Deep Learning with access to right resources within Nvidia ecosystem. You can read more about the program here.
We applied for GTC last year in August and after a very elaborate review process got accepted. So, this year I am back at GTC – as a speaker. YAY!!
And that’s not it – given our Inception membership Nvidia has also given us a chance to present at Inception theater during the GTC.
If you are even remotely interested in Artificial Intelligence in any form or any of its applications or really want to experience how AI is going to disrupt so many sectors then DO NOT miss this event. Use the code GMSGTC to save 20% on registration. See you around!
In this articleWil Schroter destroys the myth around secrecy of ideas when it comes to startups. Often this has been the first thing I have heard ‘startup enthusiasts’ talking about – how can we disclose the idea to others – including VCs !
Will they not steal it and ‘execute’ it themselves. I try hard not to laugh at them and tell them that VCs have better things in life to do than going on a ‘idea stealing’ spree and ‘executing’ everything under the sun. To my amazement I have come across even senior folks who are paranoid about ‘protecting ideas’ and insisting upon signing NDAs etc. I hope people realise that almost all successful businesses are built on simple ideas and amazing execution.
Startup is NOT just about an idea! It is almost entirely about execution.
12 years back Deborah Ancona, Thomas Malone, Wanda Orlikowski and Peter Senge authored this article, which remains relevant even today. This one sentence itself makes clear the role of leaders in today’s world:
“In today’s world, the executive’s job is no longer to command and control but to cultivate and coordinate the actions of others at all levels of the organization.”
The article mentioned four key capabilities and the balance between them – sensemaking, relating, visioning, and inventing – and it clearly establishes the relevance for organisations across all sizes.
Gone are the days already when one could stake its claim to a leadership role simply because of background, pedigree or seniority in terms of number of years of experience. With so many young and brilliant minds joining the workforce, equipped with the power of latest technologies and tools, the successful organisations will be the ones which are able to:
Encourage free exchange of ideas
Discard unnecessary paper work and bureaucracy in favor of using web based tools
Facilitate employees in learning more and finding better solutions
I believe the command and control type of leadership emerged because of the generations which grew up in the post world war era because they were in awe of the military might, rightly so maybe. And hence it may have resonated with the generations wherein one was expected to follow orders in an era of rapid industrial growth, post 1950s.
Now, especially post 1990s when we look at the world, it got a lot knowledge driven and now probably more data driven. It means not just the demography but people’s behaviour as well has changed – being knowledge driven means you encourage people to ask questions which is starkly different than a command and control style where you are supposed to follow instructions without asking.
R&D is an economically significant expense for digital companies, much larger than for physical product companies.
A large component of R&D costs for digital companies consists of employee costs for engineering, product management, and information technology personnel.
Digital companies consider product development as a necessary activity to survive. Digital companies must invest in product development to keep pace with the technological progress, competitive offerings, and ever-increasing customer expectations, or fear becoming obsolete in no time.
Digital companies routinely rely on third-party software, algorithms, development tools, cloud services, security and data integrity systems, client monitoring, customer databases, and cross-selling platforms for their day-to-day operations.
Digital companies continuously scout for acquisition targets to obtain readymade R&D and talent teams.
Meet me at National Workshop on Artificial Intelligence in Indian Institute of Science Education and Research (IISER) Pune – happening on 12th Jan 2019.
This National Workshop on Artificial Intelligence is organized by Srijan.
“SRIJAN” is a non- government organization (NGO) working in the field of entrepreneurship development, industry-institute interaction and technology transfer. Srijan aims at providing motivation, guidance and mentoring for the aspiring entrepreneurs with a specific focus on the students of engineering. Srijan was established in 1996.
Mr.Abhay Jere Chief innovation officer, Ministry of HRD, Govt. of India will inaugurate the workshop.
I will be talking about “Building the Foundations of AI” covering what one needs to build such systems, what kind of challenges one must prepare to face and how to combine different pieces of technologies like Deep Learning, Computer Vision, Natural Language Processing, Ontologies, Big Data to get Artificial Intelligence into action.
Date: 12th January 2019
Time: 09:00 AM – 06:00 PM
Venue: Lecture Hall Complex, Indian Institute of Science Education and Research (IISER), Dr. Homi Bhabha Road, Ward No. 8, NCL Colony, Pashan, Pune, Maharashtra 411008 ( Google maps link: https://goo.gl/maps/DQ5YNtGibPm )
Earlier today an email from Quora landed in my inbox informing about a data breach.
The mail says:
The following information of yours may have been compromised:
Account and user information, e.g. name, email, IP, user ID, encrypted password, user account settings, personalization data
Public actions and content including drafts, e.g. questions, answers, comments, blog posts, upvotes
Data imported from linked networks when authorized by you, e.g. contacts, demographic information, interests, access tokens (now invalidated)
Non-public actions, e.g. answer requests, downvotes, thanks
Non-public content, e.g. direct messages, suggested edits
Account and user information, e.g. name, email, IP, user ID, encrypted password, user account settings, personalization dataPublic actions and content including drafts, e.g. questions, answers, comments, blog posts, upvotesData imported from linked networks when authorized by you, e.g. contacts, demographic information, interests, access tokens (now invalidated)Non-public actions, e.g. answer requests, downvotes, thanksNon-public content, e.g. direct messages, suggested edits
Public actions and content including drafts, e.g. questions, answers, comments, blog posts, upvotesData imported from linked networks when authorized by you, e.g. contacts, demographic information, interests, access tokens (now invalidated)Non-public actions, e.g. answer requests, downvotes, thanksNon-public content, e.g. direct messages, suggested edits
Had high expectations from Quora but this shows almost nobody is taking security seriously probably because there seems to be no real incentive. Security breaches now seem to be the new normal !
This one slide sums up a decade (2006-2016) of evolution in the areas of data processing, analysis, computing, machine learning and artificial intelligence.
Clive Humby, UK Mathematician and architect of Tesco’s Clubcard, said in 2006 (widely credited as the first to coin the phrase): “Data is the new oil. It’s valuable, but if unrefined it cannot really be used. It has to be changed into gas, plastic, chemicals, etc to create a valuable entity that drives profitable activity; so must data be broken down, analyzed for it to have value.”