Discover and read the best of Twitter Threads about #deeplearning

Most recents (24)

Deep Learning (DL circa 2012) big breakthrough is that it demonstrated a new kind of Artificial Intuition. Prior to DL, computers provided programmable Artificial Logic (circa 1945).
AlphaGo big breakthrough is that it demonstrated that with the use of DL one could beat the best human in a game of intuition (i.e. Go). .
AlphaZero big breakthrough is that you could train a system from scratch (without human knowledge) and it could be the best human system Stockfish that was programmed using logic.…
Read 6 tweets
🆃🅴🅾🆁🅴🅼🅰 (de representación de Arnold-Kolmogorov)

Tiene que ver con #deeplearning, #machinelearning, AI, #bigdata y todas esas palabras cool (y es una excusa para hablar de Arnold).

Dedicado a @wsosaescudero y los fanáticos del libro verde.
🗣️ porfa RT así difundimos #TeRegaloUnTeorema
Dice así: toda función continua, aunque dependa de muchas variables se puede escribir como combinación de funciones (continuas) que dependen de una sola variable.
Read 13 tweets
A "worrying analysis":

"18 [#deeplearning] algorithms ... presented at top-level research conferences ... Only 7 of them could be reproduced w/ reasonable effort ... 6 of them can often be outperformed w/ comparably simple heuristic methods."


[Updates worth tweeting]

There is much concern about #reproducibility issues and flawed scientific practices in the #ML community in particular & #academia in general.

Both the issues and the concerns are not new.

Isn't it time to put an end to them?
There are several works that have exposed these and similar problems along the years.

👏👏 again to @Maurizio_fd et al. for sharing their paper and addressing #DL algorithms for recommended systems (1st tweet from this thread).

But there is more, unfortunately:
Read 18 tweets
“He absorbs knowledge like a sponge,” IBM Watson’s chief technology officer Rob High tells CNBC, “and is highly driven to learn even more about #deeplearning & #AI.”

Read about Tanmay Bakshi, 14-year-old self taught #ArtificialIntelligence expert for IBM:…
“I’m really passionate about #AI, and I’m excited to share my knowledge with the rest of the community,” Bakshi explains.
“Why should other people need to rediscover fire or reinvent the wheel just because I didn’t want to share what I had already done?”
His expertise in #AI has already garnered him praise.
After speaking at the 2017 Knowledge Summit in Dubai, he was given the Knowledge Ambassador Award from the King of Dubai’s Mohammed bin Rashid Al Maktoum Foundation.
He's also an IBM Cloud champion & an honorary Cloud adviser
Read 7 tweets
[THREAD] 1/ In light of the #humantrafficking cases of Jeffrey Epstein & R. Kelly this week, we want to share some of the #hightech ways orgs are working to catch & prosecute #traffickers while protecting children. A summary of our white paper on 40 #ToolsAgainstChildTrafficking.
2/ This #whitepaper presents a list of technologies combating #childtrafficking. By providing this resource, we hope to consolidate core knowledge and enable law enforcement, government agencies, and nonprofits to select and combine strategies with maximum effectiveness.
3/ A prominent #hightech method to fight trafficking is #ImageRecognition. Orgs are able to identify victims (@thorn), create #videofingerprints to filter & #eliminateCSAM (@_project_vic, @twohathq), and scan the internet for photos of missing children in ads (@marinusai).
Read 11 tweets
Ready for #DigitalSherlocks@DFRLab
Nos da la bienvenida a #digitalSherlock @GrahamBrookie del @DFRLab, un programa que promete. Les iré contando por aquí! #desinformación
What’s a Stake: Democracy: los cambios tecnológicos son muy disruptivos para la sociedad y ello es riesgoso. Llevamos una década de retroceso democrático... Hay retos, pero hay que abordar el futuro con confianza,?dice @DamonMacWilson
Read 37 tweets
This Mother's Day, breast health advocates’ daughters share how their moms have inspired them.

#MothersDay #MothersDay2019 #BreastCancerAwareness #breastcancer #HealthCare #GEHealth…
When a mammogram missed Jacquelyn’s breast cancer due to her dense breast tissue, she learned about this technology

#BreastCancerAwareness #breastcancer #mammography #mammogram #technology #HealthCare #GEHealth…
A 1,000-square-foot medical clinic in the Andes Mountains is transforming rural healthcare

In the mountains of #Peru, a husband and wife run a #Quechuan-speaking center where patients pay what they can and are never turned away due to a lack of resources…
Read 40 tweets
When the model is too large just for inferences, just break down the data into batches, get inferences and save them for later use.

Here's my experience regarding this: [A Thread]
I tried using GPT-2 from @OpenAI but failed miserably and my laptop gave up. I was intending to create a semantic search engine for English lyrics containing millions of lyrics data. [1/n]
So, I switched to Universal Sentence Encoder to do semantic search since it provides a "nice" representation for texts (paragraphs/sentences/phrases).
I had explained this here too:…
Read 10 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
🔴 #Software is eating the world, and it’s only the beginning

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

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

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

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

Read 11 tweets
AI has met a fork in the road; which path will dominate?

While pure #AI, or open API, will soon allow #robots to become more human-like, pragmatic AI is alive well today and driving true business transformation…
Charlie Rose interviews…a robot?

What happens when Charlie Rose attempts to interview a #robot named "#Sophia" for his 60 Minutes report on #ArtificialIntelligence (#AI)…
#ArtificialIntelligence positioned to be a game-changer

It might not be long before machines begin thinking for themselves -- creatively, independently, and sometimes with better judgment than a human…
Read 15 tweets
"This free AI reads X-rays as well as doctors."
No, it doesn't! The first image I uploaded was an image of an apical pneumothorax from the web, and it completely missed it. This isn't something you want to miss. @FastCompany #radiology #AI
The creator's intention is a good one, but this type of headline is both inaccurate and dangerous. #DeepLearning has a lot of great potential in #medicine, but we have to be careful not to overhype #AI. Oh, btw, this patient does not have cardiomegaly. #radiology #ImagingAI
To be fair, the authors in the original article (…) do not claim to be as good as or better than radiologists but rather to "augment" or "assist" them. Good: they show potential for an #AI solution with minimal computational cost while preserving pt privacy.
Read 4 tweets
#GE @generalelectric launches #Invenia #ABUS 2.0 in US.

US #breastcancer patients with dense tissue now have another option for detecting the presence of tumors in the form of #GEHealthcare’s Invenia Automated Breast #Ultrasound (ABUS) 2.0.

Read 12 tweets
─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
@realDonaldTrump signed an executive order on 2/11/19 directing federal agencies to prioritize research & development in the field of AI

The American AI Initiative, is intended to enhance national & economic security & improve Americans' quality of life.…
President @realDonaldTrump laid out 6 objectives in the Executive Order on Maintaining American Leadership in AI for 6 Departments/Agencies

Secretaries of:
- Defense
- Commerce
- Health & Human Services
- Energy
- the Administrator of NASA
- the National Science Foundation
Executive Order on Maintaining American Leadership in AI
(d)The US must foster public trust & confidence in AI technologies & protect civil liberties, privacy & American values in their application in order to fully realize the potential of AI technologies for the American people
Read 44 tweets
Impressive! There has been significant progress in GANs over the past few years, but that's not really what we're seeing here... [1/8]

(Thread. Buckle up! 👇🔥)
If you were to include images in a Tweet that promoted progress specifically in GAN research (relativistic discriminators, wasserstein constraint, unrolled steps, spectral norm, etc.), it'd look like this... Not quite so catchy! 🤓 [2/8]
It's like a different field of research.

The progress in the latest NVIDIA paper was made 100% with domain-specific changes independent of GANs. The authors say so themselves in the introduction: [3/8]
Read 9 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.

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)
Read 15 tweets
✨🧠 The ecosystem that has grown up around @TensorFlow in the last few years blows my mind. There's just so much functionality, compared to some of the other, newer frameworks.

👉Consider this an ever-expanding thread for me to take notes + wrap my brain around products. Ready?
1) @TensorFlow Extended (TFX)

It's no secret that I 💕 #TFX and all of its tooling for deploying machine learning models into production. If you care about keeping your models up-to-date and monitoring them, you should check out the product + its paper.
2) @TensorFlow Hub

If you want to train your model on a small data set, or improve generalization, you'll need to use something called transfer learning. #TFHub modules make it easy—and are available in an #OSS marketplace:

Read 40 tweets
Now up: Zachary Brown, Lead Data Scientist at S&P Global on #DataScience and #OpenEducation for the enterprise. Dayjob: #AI, Sidehustle: building #digital skills using #opensource #ODSCWest @School_GC
#DigitalLiteracy - Why? Effective work today requires a lot of associated learning. @linuxfoundation @github #VersionControl #Visualization -- continuous learning is critical. Optimal tools & processes are probably not the ones you are using now (Matlab vs. Scikit-Learn)
Need an evolving understanding for what tools are available today to get your work done. If you want your business people to work with your #datascience team, they need to understand what data is and what it can do. Also helps to avoid chasing buzzwords and bling.
Read 14 tweets
Closing the loop on #Diagnostics #Tweetorial with example #AppleWatch #AFib #Screening. From a company website: "Atrial fibrillation is a silent killer. The heart arrhythmia causes more life-threatening strokes than any other chronic condition, and will affect 1 in 4 of us."
"But the sad fact is that atrial fibrillation often goes unnoticed: It is estimated that 40% of those who experience the heart condition are completely unaware of it."
Using #AppleWatch technology and #DeepLearning #AI #ML, a device algorithm can reportedly detect atrial fibrillation with high accuracy (c-statistic 93%).
Read 44 tweets
#Bitcoin is bigger than all the companies that try to capitalise on its #blockchain #technology.

#Bitcoin + #IoT + #DeepLearning will transform the global political & financial system without permission.

#blockchain #LightningNetwork #fintech #blockchain #disruptiveinnovation
#Decentralisation will take time.

#Bitcoin is decentralised although still attached to a centralised world.

⚠️ This is the alpha.
⚠️ #LightningNetwork is the beta.
If you want to change society you need to change the social paradigm, or offer an incentive greater than money to discourage greed. #bitcoin #LightningNetwork ⚡️
Read 10 tweets
#Tweetorial on #Diagnostics and #Screening interpretation.
An otherwise healthy 40 year old woman comes to you after reading on the internet about a terrible disease that one in a thousand women get, and a highly accurate test that can save her life.
The test is over 99% accurate in people with the disease. For those without disease, the test is only wrong 5% of the time.

You order this test and it comes back positive. The woman anxiously asks you, do I have the disease? What is the chance this woman has the disease?
Assuming they weren't immediately fooled by the "test is only wrong 5 % of the time," most I've asked correctly recognize the stats provided are Sensitivity = 99% and Specificity = 95%, and that the objective is to determine the Positive Predictive Value.
Read 21 tweets
@DeepIndaba top tips from an extremely useful panel discussion on how to write a great research paper:
- tell one story throughout the paper. make sure this story is clear and that you are able to frame your paper in 1 sentence.
- be clear about what the problem is and about the solution you are putting forward.
- you don't have to put everything you did in everything you write.
- be academically honest. don't oversell your results.
- introduce a concept and its mathematical notation at the same time to keep your reader in the loop.
- spend time on creating images that help to visualize concepts, put them at the top of the page with a self-contained caption.
Read 6 tweets

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