Discover and read the best of Twitter Threads about #ML

Most recents (24)

Remember the #BachDoodle? We’re excited to release paper on Behind-the-Scenes design, #ML, scaling it up, and dataset of 21.6M melodies from around the world!
📜 arxiv.org/abs/1907.06637
w/ @fjord41 @ada_rob @notwaldorf @bengiswex Leon Hong @jaxcooo
tl; dr
1/ In three days, people spent 350 years worth of time playing with the Bach Doodle, and the “harmonize” button was clicked more than 55 million times.
2/ The model Coconet 🥥 is an instance of OrderlessNADE and uses Gibbs sampling to generate the harmonizations through rewriting.
📜 Previous blogpost: g.co/magenta/coconet
📝 Paper from #ISMIR 2017: arxiv.org/abs/1903.07227
Read 9 tweets
Recently, the National Crime Records Bureau of India published a tender for the Automated Facial Recognition System (AFRS). Some background (B), and key takeaways (T). #AI #FacialRecognition #ML #India 1/n
B1. The AFRS is conceptualised to modernize the police force, for “criminal identification, verification and its dissemination among various police organizations and units across the country.” 2/n
B2. The rationale: face recognition will help with “facilitating easy recording, analysis, retrieval and sharing of Information” and help in identification of: criminals, missing children/persons, unidentified dead bodies and unknown traced children/persons. 3/n
Read 17 tweets
I’ve been getting a lot of new followers lately, so how about an #epitwitter #ScholarSunday so newcomers can get connected to our lovely community!

Here’s a thread of some of my suggestions for who to follow & why! Add your own in the comments👇🏼
Looking for some academic career advice? Have questions about writing grants? Want tips on making delicious pizza or pie? Head on over to @BillMiller_Epi!
Want support for how to #liveyourbestlife, learn to say ‘no’, or throw an amazing party? You’ll be wanting to follow @lisabodnar!
Read 6 tweets
Happy 4th of July!!
One area of intergration of ML and econometrics is providing inference after variable selection (Post selection Inference) #rstats #econtwitter #Rladies #ML #econometrics 1/n
Most popular technique in economics is the 'Double LASSO' which provides inference on the treatment effect after variable selection using LASSO. Check out the R package 'hdm'. cran.r-project.org/web/packages/h…
#rstats #econtwitter 2/n
We are often interested in conducting inference on other selected covariates (controls) as well. Check out R package 'selectiveInference' which conducts inference on multiple covariates. cran.r-project.org/web/packages/s…
#rstats #econtwitter 3/n
Read 5 tweets
"If I were to write a textbook on #complexity, it would be structured like this..."
- SFI Pres David Krakauer starts off this morning at #CSSS19 #CSSS at @IAIASantaFe

#error #adaptation #universality #coarsegrained #math #theory
"If you talk about #intelligence and #stupidity, you talk about #communication and #policy. That is the natural place to start."

"If you've ever written a Lokta-Volterra #equation, you've drawn a perpetual motion machine. There's no #dissipation."

- SFI President David Krakauer
"Why #God is a bad #theory: it's not because it's not true; it's because it uses an infinite-dimensional process to explain low-dimensional phenomena."

- SFI President David Krakauer at #CSSS19 on #Ockham's Razor & why #Darwin's animal breeding metaphor backfired on #evolution
Read 7 tweets
If u want to learn #AI or #ML completely online without any BS. Follow this route(thread): #elearning

1. Artificial Intelligence:A modern approach by Stuart Russel and Peter Norvig

This book will give a non technical intro into #AI.Read relevant chapters
amazon.com/Artificial-Int…
2. Alternatively u can take "#AI for everyone" course on coursera by @AndrewYNg

This is also non technical.
coursera.org/learn/ai-for-e…

3. Then move on to "The hundred page machine learning book" by @burkov

amazon.com/Hundred-Page-M…
4. "Machine Learning" course on @coursera by @AndrewYNg will give a proper foundation

coursera.org/learn/machine-…

5. "Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow"
by @aureliengeron
amazon.com/Hands-Machine-…

#AI #MachineLearning
Read 10 tweets
Il cancro rappresenta il paradigma dell'immortalità. Se nelle cellule sane esiste un meccanismo 'salvifico' di apoptosi, le cellule cancerose non vogliono morire. Mai come adesso ricerca e nuove tecnologie sono in grado di combattere ad armi pari. Quattro esempi. #OneGiantLeap
Cancer-fighting nanorobots programmed to seek and destroy tumors
In a major advancement in nanomedicine, scientists have successfully programmed nanorobots to shrink tumors by cutting off their blood supply

#Cancer #NanoRobots #NanoMedicine #DNA #origami

sciencedaily.com/releases/2018/…
Google’s Machine Learning Model Detects Cancer in Real-Time.
Detecting cancer at an early stage has long been a focus area in healthcare. From IBM Watson to other major players, until now.

#Google #Cancer #MachineLearning #ML #ArtificialIntelligence #AI

analyticsvidhya.com/blog/2018/04/g…
Read 22 tweets
Why Python?

A thread as requested by @hackSultan

Will try to make this as unbiased as possible. 😁

👇🏾
Python is a high-level programming language whose structure mimics the way humans think.
It abstracts away low-level stuff like memory management, pointers etc.. which are the main stay of other languages like C++, Java
It is dynamically typed. Don’t be perturbed. Basically when u say a language is statically typed, it means you need to declare your variables upfront. You need to tell the compiler how much memory to set aside to handle a variable in advance.
Read 24 tweets
With the new @Tesla software update + browser, @c9r can view @swim's traffic.swim.ai app in his Model 3 as he drives through Palo Alto, CA. Live #ML predictions about untimed traffic signals streaming from city traffic infrastructure. Check it out @elonmusk! #swimOS
1/ If this is your first time seeing the @swim traffic.swim.ai app, here's what you're looking at...
2/ The app displays a map of Palo Alto, CA. We use @Mapbox here, but the UI core is all @swim.
Read 19 tweets
In July 1969 the Apollo 11 astronauts conducting several tasks during extravehicular activity (EVA) operations on the surface of the moon. The EVA lasted approximately 2.5 hours with all scientific activities being completed satisfactorily. #OneGiantLeap

#Apollo11 landed on the Moon on July 20, 1969.

That's #OneSmallStep for [a] man, #OneGiantLeap for mankind.

Read 54 tweets
[#ALLin1HOUR]

Happy #EarthDay, America! 🎉

Learn how the Energy Department, National Labs, and sites help make the world more sustainable. ⚡

twitter.com/i/moments/1120…
More people are experiencing severe food allergies than ever before

#food #health

weforum.org/agenda/2019/01…
The Pentagon thinks bugs could hold the secrets to conscious experience.

#consciousness #physics #philosophy #brain #ArtificialIntelligence #AI #robots #DARPA

futurism.com/darpa-wants-co…
Read 15 tweets
#Bigdata vs Machine Learning vs Artificial Intelligence
By Irene Aldridge
☝️author High-Frequency Trading: A Practical Guide to #Algorithmic Strategies& #Trading Systems
☝️co-author Real-Time Risk: What Investors Should Know About #Fintech,#highfrequencytrading and FlashCrashes
1. ☝️🧐➿🔢 In traditional #statistics or #econometrics, researchers make assumptions about #data distributions ahead of the analysis
2. 🥇💪#machinelearning = the 1st discipline to apply #efficiency to #problemsolving brought by #computers & their enhanced computational power
3. 🤗➿🔢#ML scientists try to reduce #assumptions about the data as much as possible&let the data (&computers) decide what fits best.
4. ♾➡️🔤🌐#Datascience identifies core characteristics of the data, summarized by what has been known as #characteristic values (#eigenvalues)
Read 6 tweets
🔴 #Software is eating the world, and it’s only the beginning

#ArtificialIntelligence #AI #MachineLearning #ML #FutureOfWork #Robots #Technology #Disruption

1/2
🔴 #Software is eating the world, and it’s only the beginning

#ArtificialIntelligence #AI #MachineLearning #ML #FutureOfWork #Robots #Technology #Disruption

2/2
Emerson, Lake & Palmer - From The Beginning (Live)

Read 11 tweets
Mr. #BigQuery himself - @jrdntgn - on stage.
As I'm sitting in this talk, @jrdntgn is dropping a lot of things that #BigQuery can do in a short amount of time that I am not sure one can get the magnitude of how awesome they are until some reflection (kind of a slo-mo replay).

I'll try to point some of them out in here.
1/ Wanted to wait until I can refer to the actual recording on YouTube (here it is ).

So, here we go ...
Read 14 tweets
1/15 This is a case study in how people should critically read articles and other claims about #AI or #ML. "IBM artificial intelligence can predict with 95% accuracy which workers are about to quit their jobs" cnbc.com/2019/04/03/ibm…
2/15 "95% accuracy" sounds really good but it actually gives you almost no information about the effectiveness of the model without knowing what the baseline attrition rate is. If their attrition rate is 5%, then a model that predicts no one ever quits would have 95% accuracy.
3/15 Good numbers to ask for are the false positive rate and false negative rate. FPR: When the model predicts that a person will quit, how often is it wrong? FNR: When the model predicts that a person will stay, how often is it wrong?
Read 15 tweets
To know Aleynikov case is to know their code was made from GitHub open source code bits and pieces in the first place :)
#AI #ML #ArtificialIntelligence #HFT AND #IP #intellectualproperty #github

wsj.com/amp/articles/g…

1. US v. Aleynikov, No. 11-1126, 2nd Cir., 11 avril 2012
Two cases:

1. United States v. Aleynikov, No. 11-1126, 2nd Cir. 2012, 11 avril 2012

2. People v. Aleynikov, 2015 NY Slip Op 25229, 49 Misc 3rd 286, 7 juillet 2015
Read 3 tweets
This is a thread on the list of #technologies #Nigeria should start taking seriously if she has the ambition of becoming number 1 in #Africa and maybe among the top 30 countries in the world as we enter the 4th Industrial Revolution.
#Industry40 #stem #tech 1/7
1. Mobile Internet fifth-generation (5G)
2. Artificial Intelligence (#ai), machine learning (#ml), deep learning (#dl)
3. Virtual and Augmented reality (#vr,#ar)
4. Cloud technology (#cloud)
5. Internet of Things (#iot)
6. Advanced robotics (#robots)
7. Biometric technology

2/7
8. 3D printing
9. Smart Spaces: Smart Cities (#SmartCities), Smart Homes (#smarthomes)
10. Blockchain (#blockchain)
11. Quantum computing
12. Autonomous things: fully autonomous vehicles
13. Nanotechnology (#nanotechnology )

3/7
Read 7 tweets
Some features that differentiate Shallow Medicine, as currently practiced, and the potential of #DeepMedicine, powered by #AI
Scratches the surface of the book, some supportive data in this thread
There are at least 12 million diagnostic errors/ year and the leading cause is failure to consider the diagnosis (which relates to System 1 thinking)
Humans have 185 different types of biases which leads to misdiagnosis. Example: failing to diagnose heart attacks because doctors think they don't occur in people age < 40
Read 7 tweets
[#SmartFuture][#February27]
─The internet will not scale to meet the demands of #AI, #IoT and video streaming without active participation from service providers.
─A lightweight autonomous underwater vehicle for a maximum depth of 200m. The Sparus II is capable of hovering and has an easily configurable payload area and an open software architecture.
Read 15 tweets
#MachineLearning in System #trading. Here is a simple idea to improve your system.

#MachineLearning(#ML,#DeepLearning) is used in stock trading algorithms/system intraday or EOD based system. Mostly these systems are predictive systems.

(1/n)
These predictive system are based on given OHLC and other indicators (like RSI,MA,etc) tries to predict the value of next close/open/...using Machine learning/AI algorithms. There are many simple statistic based systems(call it non-AI system) also... (2/n)
Aim: to improve win ratio using #MachineLearning specifically classification algorithms
Input: your historical system trade data with various system parameters(like, rsi, supertrend , atr, etc) along with status or trade(winning or losing)
(3/n)
Read 15 tweets
On #AAPL:
From 10y ago
nielsen.com/us/en/insights…

Recessions clean up the noise in the #market and are a great opportunity to rethink assumptions, spot where the real value is, and build for that.

A storm is coming, better learn to fly! 🚀
#Apple built the most successful business of all time around a mega hit product 📱

Saturation comes now in the verge of an economic slowdown that will clear the way for the next big revolution. And someone will surely bring spot the opportunity 💡

It may just not be Apple.
#iPhone launched just before a crisis that brought down the incumbents (Nokia, Motorola, Alcatel, Ericsson) and ate the PC 💻 , started a whole App economy and changed the world 🌎

I think #AI is that next big thing, it’s already here and will be the platform to build upon.
Read 15 tweets
@phenrikand 1/ I’ve been in the digital cash and eMoney space since 1999 for co-design bit.ly/NavyCash It was centralised command control money digital USD on an EMV card where the backend -> every transaction traced & tracked by float manager @jpmorgan debitcard ATMs via @Mastercard
@phenrikand @jpmorgan @Mastercard 2/ Every Navy base & every ship in a flotilla was like an island🌴 at sea (at any point in time it could have only local and no or limited comms back to treasury) Similar to today’s offchain and onchain networks eventually reconciliation would happen. DoubleSpends manual captured
@phenrikand @jpmorgan @Mastercard 3/ Proof of Work Blockchains tend to centralisation. The top5 PoW 💥 Blockchains generally work 💪and have a huge bounty on their embedded value across their networks PoS and others not so much
Read 15 tweets
Fishing boats to small stores, @amazon will stop at nothing to win in India #DesigningTomorrows #design #hcd #retailfutures #Retail #localization #india
ow.ly/LZUM30mMkxX
#Trends #Retail A large Indian FMCG company, #Marico using #MachineLearning & #Analytics to grow not only their own business but helping their distributors grow simultaneously #DesigningTomorrows #RetailFutures #AI #ML

livemint.com/Companies/NUlR…
#Trends #Retail Brick & mortar retail is having a moment. @Fahrenheit212 What can we learn from the successes and make it a movement. written by @#DesigningTomorrows #RetailFutures #Storytelling

fahrenheit-212.com/boiling-point/…
Read 6 tweets

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