ML @ CMU

MARCH 31, 2023

Our work further motivates novel directions for developing and evaluating tools to support human-ML interactions. Model explanations have been touted as crucial information to facilitate human-ML interactions in many real-world applications where end users make decisions informed by ML predictions.

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KDnuggets

DECEMBER 27, 2021

Learn how to improve ML reproducibility by treating experiments as code.

Machine Learning 400

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KDnuggets

NOVEMBER 2, 2021

ML pipeline design has undergone several evolutions in the past decade with advances in memory and processor performance, storage systems, and the increasing scale of data sets. We describe how these design patterns changed, what processes they went through, and their future direction.

Machine Learning 400

Machine Learning Machine Learning ML ML 400

Applied Data Science

AUGUST 2, 2021

This post is a bitesize walk-through of the 2021 Executive Guide to Data Science and AI  — a white paper packed with up-to-date advice for any CIO or CDO looking to deliver real value through data. Machine learning The 6 key trends you need to know in 2021 ? Give this technique a try to take your team’s ML modelling to the next level.

Data Science 130

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KDnuggets

NOVEMBER 22, 2021

PyTorch and TensorFlow are the two leading AI/ML Frameworks. In this article, we take a look at their on-device counterparts PyTorch Mobile and TensorFlow Lite and examine them more deeply from the perspective of someone who wishes to develop and deploy models for use on mobile platforms.

Deep Learning 400

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KDnuggets

NOVEMBER 5, 2021

As an important and active area of research, roadmaps are being developed to help guide continued ML research and use toward meaningful and robust applications. There remain critical challenges in machine learning that, if left resolved, could lead to unintended consequences and unsafe use of AI in the future.

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Machine Learning Machine Learning ML ML 399

Machine Learning (Theory)

JULY 19, 2021

By: Stefanie Jegelka and Ameet Talwalkar (ICML21 Communication Chairs) With ICML 2021 underway, we wanted to briefly highlight the upcoming invited talks. She researches strategies to study complex biophysical processes on long timescales, and she is an expert in the simulation of biomolecules using large-scale ML.

ML 100

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KDnuggets

DECEMBER 15, 2021

Whether it's an ML side project or adding a new feature to a enterprise production deployment, technical documentation throughout the MLOps lifecycle is vital in every project by increasing quality, transparency, and saves time in future development.

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ML ML 364

Smart Data Collective

MAY 23, 2021

AI (Artificial Intelligence) and ML (Machine Learning) will bring improvement in Fintech in 2021 as the accuracy and personalization of payment, lending, and insurance services while also assisting in the discovery of new client pools. Automated Customer Service & Chatbots. Detection and prevention of fraud.

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Artificial Intelligence Artificial Intelligence Machine Learning Machine Learning 129

AWS Machine Learning Blog

NOVEMBER 19, 2024

At the time, I knew little about AI or machine learning (ML). But AWS DeepRacer instantly captured my interest with its promise that even inexperienced developers could get involved in AI and ML. Panic set in as we realized we would be competing on stage in front of thousands of people while knowing little about ML.

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O'Reilly Media

SEPTEMBER 15, 2021

In June 2021, we asked the recipients of our Data & AI Newsletter to respond to a survey about compensation. Given the difficulty of hiring expertise from outside, we expect an increasing number of companies to grow their own ML and AI talent internally using training programs. Salaries by Gender. The Last Word.

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KDnuggets

NOVEMBER 9, 2021

This article clearly describes the ground truth realities about learning new ML skills and eventually working professionally as a machine learning engineer.

Machine Learning 307

Machine Learning Machine Learning ML ML 307

KDnuggets

NOVEMBER 9, 2021

This article suggests what kind of ML native data format should be to truly serve the needs of modern data scientists. In this article we are discussing that HDF5 is one of the most popular and reliable formats for non-tabular, numerical data. But this format is not optimized for deep learning work.

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Hacker News

JULY 26, 2024

It is widely accepted that the training of every computer scientist must include the fundamental theorems of ML, and AI appears in the curriculum of nearly every university. That places this work at the forefront of the growing trend in science to teach a core set of practical mathematical and computational skills.

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Deep Learning Deep Learning Machine Learning Machine Learning 115

Applied Data Science

JANUARY 4, 2022

Hiding your 2021 resolution list under a glass of champagne? To write this post we shook the internet upside down for industry news and research breakthroughs and settled on the following 5 themes, to wrap up 2021 in a neat bow: ? In 2021, the following were added to the ever growing list of Transformer applications.

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Artificial Intelligence Artificial Intelligence Deep Learning Deep Learning 130

KDnuggets

NOVEMBER 18, 2021

This is the guide on how to build a serverless data pipeline on AWS with a Machine Learning model deployed as a Sagemaker endpoint.

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Data Pipeline AWS ML ML 209

Tableau

JANUARY 5, 2022

We’re headed into the new year feeling incredibly grateful for the Tableau Community—2021 was an amazing year in Tableau innovation and we owe so much to you, our incredible #DataFam. So let’s look at some of the features released throughout 2021 that got our #DataFam abuzz in the Twitterverse. . HipsterVizNinja) February 12, 2021.

Tableau 101

Tableau Augmented Analytics Database Analytics 101

Google Research AI blog

MARCH 30, 2023

Posted by Peter Mattson, Senior Staff Engineer, ML Performance, and Praveen Paritosh, Senior Research Scientist, Google Research, Brain Team Machine learning (ML) offers tremendous potential, from diagnosing cancer to engineering safe self-driving cars to amplifying human productivity. Each step can introduce issues and biases.

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ML ML Algorithm Data Quality 96

Tableau

JANUARY 4, 2022

We’re headed into the new year feeling incredibly grateful for the Tableau Community—2021 was an amazing year in Tableau innovation and we owe so much to you, our incredible #DataFam. So let’s look at some of the features released throughout 2021 that got our #DataFam abuzz in the Twitterverse. . HipsterVizNinja) February 12, 2021.

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Tableau Augmented Analytics Database Analytics 98

IBM Data Science in Practice

MARCH 8, 2023

The growth of the AI and Machine Learning (ML) industry has continued to grow at a rapid rate over recent years. Hidden Technical Debt in Machine Learning Systems More money, more problems — Rise of too many ML tools 2012 vs 2023 — Source: Matt Turck People often believe that money is the solution to a problem.

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Machine Learning Machine Learning ML ML 264

Dataversity

JANUARY 15, 2021

The post Four Technology Trends That Will Shape Data Analytics in 2021 appeared first on DATAVERSITY. Faced with the unprecedented challenges of COVID-19, governments around the world are typically relying on advanced statistical modeling to make sense of a barrage of constantly changing metrics.

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Analytics Analytics Data Scientist Citizen Data Scientist 93

KDnuggets

NOVEMBER 22, 2021

PyTorch and TensorFlow are the two leading AI/ML Frameworks. In this article, we take a look at their on-device counterparts PyTorch Mobile and TensorFlow Lite and examine them more deeply from the perspective of someone who wishes to develop and deploy models for use on mobile platforms.

Deep Learning 203

Deep Learning Deep Learning ML ML 203

KDnuggets

NOVEMBER 9, 2021

This article clearly describes the ground truth realities about learning new ML skills and eventually working professionally as a machine learning engineer.

Machine Learning 205

Machine Learning Machine Learning ML ML 205

Towards AI

AUGUST 25, 2023

As a reminder, I highly recommend that you refer to more than one resource (other than documentation) when learning ML, preferably a textbook geared toward your learning level (beginner/intermediate / advanced). In ML, there are a variety of algorithms that can help solve problems. 12, 2021. [6] 16, 2020. [4] Russell and P.

Machine Learning 98

Machine Learning Machine Learning AI AI 98

Hacker News

MARCH 7, 2023

for the Central African Republic; ga for Gabon; gq for Equatorial Guinea; ml for Mali; and.tk The lawsuit points to a 2021 study (PDF) on the abuse of domains conducted for the European Commission, which discovered that those ccTLDs operated by Freenom made up five of the Top Ten TLDs most abused by phishers. for Tokelau.

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ML ML 181

KDnuggets

NOVEMBER 11, 2021

Also: How to Build Strong Data Science Portfolio as a Beginner; Data Science Portfolio Project Ideas That Can Get You Hired (Or Not); Exclusive: OpenAI summarizes KDnuggets.

Data Science 208

Data Science ML ML 208

KDnuggets

NOVEMBER 11, 2021

Also: How to Build Strong Data Science Portfolio as a Beginner; Data Science Portfolio Project Ideas That Can Get You Hired (Or Not); Exclusive: OpenAI summarizes KDnuggets.

Data Science 207

Data Science ML ML 207

The MLOps Blog

APRIL 5, 2023

In this comprehensive guide, we’ll explore the key concepts, challenges, and best practices for ML model packaging, including the different types of packaging formats, techniques, and frameworks. Best practices for ml model packaging Here is how you can package a model efficiently.

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ML ML Machine Learning Machine Learning 69

Towards AI

NOVEMBER 16, 2024

Razaviyayn, “Nonconvex-nonconcave min-max optimization with a small maximization domain,”arXiv preprint arXiv:2110.03950, 2021.[14] Graepel, “The mechanics of n-player differentiable games,” pp. 354–363,2018.[13] Ostrovskii, B. Barazandeh, and M. Kiyavash, and N. 1153–1165, 2020.[15]

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Towards AI

NOVEMBER 16, 2024

Training and Sampling: Figure 9: Training and Sampling Algorithms for DDPM (Source: DDPM Paper by Nicol and Dhariwal, 2021) Training Process: In each batch of the training process, the following steps are taken: Sampling a random timestep t […]

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Dataversity

MAY 14, 2021

By combining machine learning (ML) analytics with the rich and extensive data gathered by IIoT sensors across the plant, predictive monitoring systems can pick […]. The post Why 2021 Will See More Predictive Monitoring in Process Manufacturing Plants appeared first on DATAVERSITY.

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ML @ CMU

OCTOBER 7, 2024

2021 ] on challenging compositional prompts collected from professional designers in our GenAI-Bench [ Li et al., OpenAI 2021 ]. EMNLP 2021 ]. EMNLP 2021. We introduce VQAScore [Lin et al., VQAScore aligns more closely with human judgments and significantly outperforms the popular CLIPScore [ Hessel et al., CVPR 2024 ].

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ML @ CMU

SEPTEMBER 13, 2024

2021 , Pawelczyk et al., arXiv preprint arXiv:2112.03570 , 2021. So while membership inference attacks (MIAs) [e.g. Shokri et al., 2017 ] may look like tests for memorization and they are even intimately related to auditing machine unlearning [ Carlini et al., 2023 , Choi et al., Membership inference attacks from first principles.

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Data Science Dojo

MARCH 15, 2024

Its robots are powered by a technology called the Covariant Brain, a machine-learning (ML) model to train and improve robots’ functionality in real-world applications. It was a result of this challenge that OpenAI disbanded its robotics team in 2021. However, it all changed when Covariant AI introduced its new AI model.

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AI AI Machine Learning Machine Learning 221

Tableau

FEBRUARY 22, 2021

February 23, 2021 - 3:55am. March 23, 2021. release, we’re delivering the first integration of Salesforce’s artificial intelligence (AI) and machine learning (ML) capabilities in Tableau. There are three ways to leverage the core ML technology of Einstein Discovery in Tableau—all with no coding required: . Bobby Brill.

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AWS Machine Learning Blog

SEPTEMBER 23, 2024

Launched in 2021, Amazon SageMaker Canvas is a visual point-and-click service that allows business analysts and citizen data scientists to use ready-to-use machine learning (ML) models and build custom ML models to generate accurate predictions without writing any code. This is crucial for compliance, security, and governance.

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Pickl AI

JANUARY 29, 2024

2024 Tech breakdown: Understanding Data Science vs ML vs AI Quoting Eric Schmidt , the former CEO of Google, ‘There were 5 exabytes of information created between the dawn of civilisation through 2003, but that much information is now created every two days.’ AI comprises Natural Language Processing, computer vision, and robotics.

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