Metamaven (@metamavenai) | Aguea

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Metamaven @metamavenai

2 Nov 2021

Use this methodology (1) to find the best solution instead of executing the first idea that crosses your mind; (2) to minimize (and enable) the delivery time of complex research projects in data science. topbots.com/complex-research… #AI #MachineLearning #Research #ML

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Metamaven @metamavenai

26 Oct 2021

We all love big language models, but there are some dark sides we should be aware of. Here's an overview showing that language models like BERT and GPT-2 can generate hurtful statements – not only in English but across different languages. topbots.com/can-too-much-ber… #BERT #NLP #ML

Can Too Much BERT Be Bad for You?

Here's a summary of the NAACL 2021 research paper "HONEST: Measuring hurtful sentence completion in language models."

Metamaven @metamavenai

20 Oct 2021

When we do online experiments or A/B testing, we need to ensure our test has high statistical power so that we can find the experimental effect if it does exist. In this article, will walk you through several popular variance reduction methods. topbots.com/online-experimen… #AI

Metamaven @metamavenai

13 Oct 2021

Can we make GANs using Vision Transformers? In this article, Davide Coccomini investigates the creative side of Vision Transformers with two different model architectures: TransGAN and Paint Transformer. topbots.com/the-creative-sid… #ML #MachineLearning #ComputerVIsion #AI

The Creative Side Of Vision Transformers

Vision Transformers-based architectures are today one of the most promising approaches in computer vision. But if they are so great, wouldn’t it be worth using Vision Transformers to make GANs?

Metamaven @metamavenai

12 Oct 2021

What if you need to analyze an SQL database consisting of 500 tables? Check this article to see how to build a tool in which you can apply various filters and then view the filtered tables in an easy-to-grasp visual representation. topbots.com/visualize-databa… #ML #AI #Python

How To Visualize Databases As Network Graphs In Python

Here's how to build a Dash web application to visualize your database and explore its structure interactively.

Metamaven @metamavenai

29 Sep 2021

When combining multiple models into a group model, you get an ensemble model that usually performs better than each model alone. Check this article for Python implementations of such popular ensemble methods as voting, bagging, boosting, and stacking. topbots.com/practical-guide-…

Metamaven @metamavenai

28 Sep 2021

Survival analysis can be applied in medicine as patients’ survival time analysis, in engineering as reliability analysis or time-to-failure analysis, and in economics as duration analysis. Read this practical guide by Idil Izmiguzel. topbots.com/survival-analysi… #ML #Python #AI

Hands-on Survival Analysis With Python

Survival analysis is a popular statistical method to investigate the expected duration of time until an event of interest occurs.

Metamaven @metamavenai

15 Sep 2021

The question we ask the A/B test is “which version is better?”. Except for the traditional Frequentist framework, Bayesian framework can also answer this question and is gaining more and more popularity in the online industries. topbots.com/switch-to-bayesi… #ML #Bayesian #ABtesting

Why You Should Switch To Bayesian A/B Testing

The question we ask the A/B test is “which version is better?”. Except for traditional Frequentist framework, Bayesian framework can also answer this question and is gaining more and more popularity...

Metamaven @metamavenai

15 Sep 2021

In this article, Itamar Faran gives a short overview of the statistical models behind Bayesian A/B tests, and presents the ways to implement them. topbots.com/bayesian-ab-test… #ML #AI #MachineLearning #Bayesian #ABtesting

How To Do Bayesian A/B Testing At Scale

In this post, I give a short overview over the statistical models behind Bayesian A/B tests, and present the ways to implement them.

Metamaven @metamavenai

15 Sep 2021

Varshita Sher shares a few tips for writing cleaner code in Python. Including these tips as part of your everyday coding routine will help you generate supreme quality Python scripts, that are easily maintainable and scalable over time. topbots.com/data-scientists-… #AI #Python

Data Scientist’s Guide To Efficient Coding In Python

Here are a few tips and tricks I use for writing clean Python code as a data scientist. Read on to generate supreme quality Python scripts, that are easily maintainable and scalable over time.

Metamaven @metamavenai

15 Sep 2021

Follow this tutorial by Varshita Sher to build a facial identification system that will verify if an image, generally known as a probe image, exists within a pre-existing database of faces, generally known as the evaluation set. topbots.com/building-face-re… #AI #FaceRecognition #ML

Metamaven @metamavenai

6 Sep 2021

Over the centuries, we have seen how the universe was discovered by scientists and imagined by artists, but what would an artificial intelligence think? How would it imagine the universe? We are now able to answer these questions, thanks to GANs. topbots.com/how-does-an-ai-i… #GAN #ML

How Does An AI Imagine The Universe?

Over the centuries, we have seen how the universe was discovered by scientists and imagined by artists, but what would an artificial intelligence think? How would it imagine the universe? We are now...

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Metamaven @metamavenai

2 Sep 2021

Vision Transformers can achieve better results than other methods. Davide Coccomini shows that realising self-supervised approaches for Vision Transformers may be a possible way to making these models not only powerful but also easier to apply. topbots.com/self-supervised-… #ML #AI

Self-Supervised Learning In Vision Transformers

Self-Supervised Learning is an innovative unsupervised approach that is enjoying great success and is now considered by many to be the future of Machine Learning.

Metamaven @metamavenai

2 Sep 2021

Are you interested to know how AI is applied to count penguins from space? Or prevent substance abuse, predict pandemics, analyze people's mental health? Matthew Stewart introduces the reader to the nascent research field of AI for Social Good. topbots.com/introduction-to-… #AI4SG #AI

Introduction To AI For Social Good

The article introduced the “AI for Social Good” research field along with some of the novel applications that aim to tackle important social, environmental, and public health challenges.

Metamaven @metamavenai

17 Aug 2021

In this tutorial, Florent Poux features some of the top and robust approaches to 3D point cloud segmentation: ✅ RANSAC or RANdom SAmple Consensus ✅ Euclidean Clustering through DBSCAN or Density-Based Spatial Clustering of Applications w/ Noise topbots.com/automate-3d-poin… #ML #AI

Metamaven @metamavenai

17 Aug 2021

Here Ane Berasategi shares her tips on following the latest advances in deep learning by reading research papers. It is not so easy to shortlist the top papers. Read the article for some good resources. topbots.com/learn-deep-learn… #ML #AI #DeepLearning #MachineLearning

How To Learn Deep Learning By Reading Papers

Deep learning is moving so fast, that the only way to keep up is by reading directly from the people who publish these new findings. If you want to learn about deep learning in 2021, you need to read...

Metamaven @metamavenai

10 Aug 2021

Isn’t there a way to get the best out of both Convolutional Neural Networks and Vision Transformers? Davide Coccomini shows how these two architectures can be combined to obtain something capable of exploiting the positive sides of both! topbots.com/vision-transform… #AI #Transformers

Vision Transformers or Convolutional Neural Networks? Both!

Lucky for us, CNNs and VIsion Transformers can be combined in many different ways to exploit the positive sides of both!

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Metamaven @metamavenai

10 Aug 2021

Transformer-based language models show impressive performance in text generation but controlling their output remains challenging. Rohola Zandie addresses the problem of controlled text generation without the massive infrastructure to train it! topbots.com/topical-language… #AI #ML

Topical Language Generation With Transformers

We introduce Topical Language Generation (TLG) by combining a pre-trained LM with topic modeling information. We cast the problem using Bayesian probability formulation.

Metamaven @metamavenai

27 Jul 2021

In this story, Louis Teo shares how he used Google’s T5 (Text-to-Text Transfer Transformer) model to create a human-like summarizer with just a few lines of code! topbots.com/guide-to-human-l… #AI #MachineLearning #TextSummarization #ML

The Secret Guide To Human-Like Text Summarization

In this story, I will share how I use Google’s T5 (Text-to-Text Transfer Transformer) model to create a human-like summarizer with just a few lines of code!

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Metamaven @metamavenai

27 Jul 2021

Duncan and his teammates describe their Convolutional Neural Network model to recognize and classify different types of waste items! If you’ve ever wondered how AI can help us recycle, this is it. topbots.com/how-ai-can-help-… #MachineLearning #AI #ML #CNN #recycle