Discover and read the best of Twitter Threads about #AutoML

Most recents (7)

#Highlights2021 for me: our #survey on efficient processing of #sparse and compressed tensors of #ML/#DNN models on #hardware accelerators published in @ProceedingsIEEE.
Paper: dx.doi.org/10.1109/JPROC.…
arXiv: arxiv.org/abs/2007.00864
RT/sharing appreciated. 🧵
Context: Tensors of ML/DNN are compressed by leveraging #sparsity, #quantization, shape reduction. We summarize several such sources of sparsity & compression (§3). Sparsity is induced in structure while pruning & it is unstructured inherently for various applications or sources. Various sources induce stru...Common structures of sparsi...
Likewise, leveraging value similarity or approximate operations could yield irregularity in processing. Also, techniques for size-reduction make tensors asymmetric-shaped. Hence, special mechanisms can be required for efficient processing of sparse and irregular computations.
Read 12 tweets
Going to break-down how easy it is to use #autoML and more specifically JADBio AutoML. If you need an account to try it out, head over to jadbio.com and grab a free Basic plan. Ready? #data #ML (1/16)
STEP 1: You start by creating a Project on JADBio and generating all your study #data. That could either be data that has been processed and normalized by a #Bioinformatician, or public data available in the known data repositories (2/16)
If you’re using software for #molecular diagnosis like our Partner’s @QIAGEN OmicSoft Lands platform, your data is ready to be uploaded on JADBio. #ML 3/16
Read 17 tweets
Me hace muchísima ilusión presentaros el curso de verano que organizamos @andortizg y un servidor para @UNIAuniversidad:

🤖💻🧠
Introducción práctica a la Inteligencia Artificial y el Deep Learning.
🤖💻🧠

unia.es/inteligencia.a…

#IA #DL #ST
Procedo a vender la moto :)
Inteligencia Artificial… Redes Neuronales…

¡¡LAS MÁQUINAS NOS QUITAN EL TRABAJO!!

Dos campos permean las ciencias en el siglo XXI: la #estadística y la #computación. Combinados, dan lugar al Aprendizaje Automático, el Machine Learning. O como hacer que las máquinas "aprendan"
Como cuento en los monólogos, las máquinas más bien nos quitan "trabajo".

El Machine Learning es herramienta fundamental para automatizar procesos, y hoy en día no se puede entender sin las redes neuronales (la base del Deep Learning #DL).
Read 20 tweets
*ANNOUNCEMENT*
(This time with correct links!)

On Feb 17th we’ll be releasing a new short course @Moorfields @StudyVisionUCL @UCLeye

“An introduction to AI for clinicians”

We're excited and proud to tell you all about it…

#OnDemand #Virtual #AI

checkout.moorfields.nhs.uk/product?catalo…
Why are we doing this?!

Over the last 5+ years @MoorfieldsBRC we’ve learned that developing clinical AI is much more than coding.

In fact, it’s a broad spectrum...

#FromIdeatoAlgorithm

#FromCodeToClinic
@Moorfields we’ve been working on cutting-edge clinical AI with world-leading industry collaborators

@DeepMind @GoogleHealth @GoogleAI @googlecloud

#ReinventingTheEyeExam
Read 17 tweets
D1 of #50daysofudacity
I finished up to Lesson 2.19
My notes can be found here for quick refernce
docs.google.com/document/u/1/d…
D2 of #50daysofUdacity
I finished up to Lesson 2.25
Also completed lab assignment for a linear regression model to predict the price of taxi in new york city
My notes can be found here for quick reference

docs.google.com/document/u/1/d…
D3 of #50daysofudacity
I finished Lesson 2
Also completed lab assignment for linear regression model to predict the price of taxi in new york city
My notes can be found here for quick reference
docs.google.com/document/u/1/d…
Read 53 tweets
1/n) #automl automated machine learning is shifting a field of #ml from #knowledge centric to compute centric.
It also providing much needed abstraction layer for #businessgrowth and #product folks to directly leverage power of ml without the need of Experts.
2/n) Also from business point of view, it shifts #MachineLearning from fixed cost (Experts, systems, data) to variable cost (pay per use automl). This will result in death nail of many ml teams across Enterprise.
3/n) On top of #automl, if you can integrate #DevOps then you will get modified version of #mlops which means a single engineer with sufficient knowledge and help of cloud can replace team of engineers and researchers. #DigitalTransformation
Read 4 tweets
[1/7] #AutoML (Automated Machine learning) is a new buzzword in the evolution of AI and ML. AutoML is the process of automating the end-to-end process of applying #machinelearning to real-world problems.
#AI #likeabosch #innovation #algorithms #machinelearning
[2/7] I recently read an interesting paper on the topic of #AutoML. form it, I created a taxonomy of automl parameters as a quick summary of papers, and at the top level it has three parts. #AI #likeabosch #innovation #algorithms #machinelearning
[3/7] Metalearning: Process of learning from previous experience gained during applying various learning algorithms on different kinds of data, & hence reducing the needed time to learn new tasks for a model. #AI #likeabosch #algorithms #machinelearning #innovation #AutoML
Read 7 tweets

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