ODSC - Open Data Science

OCTOBER 15, 2023

Elementl / Dagster Labs Elementl and Dagster Labs are both companies that provide platforms for building and managing data pipelines. Elementl’s platform is designed for data engineers, while Dagster Labs’ platform is designed for data scientists. However, there are some critical differences between the two companies.

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DagsHub

OCTOBER 23, 2024

With proper unstructured data management, you can write validation checks to detect multiple entries of the same data. Continuous learning: In a properly managed unstructured data pipeline, you can use new entries to train a production ML model, keeping the model up-to-date.

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Snorkel AI

JUNE 9, 2023

“You need to find a place to park your data. It needs to be optimized for the type of data and the format of the data you have,” he said. By optimizing every part of the data pipeline, he said, “You will, as a result, get your models to market faster.”

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Snorkel AI

JUNE 9, 2023

“You need to find a place to park your data. It needs to be optimized for the type of data and the format of the data you have,” he said. By optimizing every part of the data pipeline, he said, “You will, as a result, get your models to market faster.”

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Pickl AI

DECEMBER 16, 2024

Long Short-Term Memory (LSTM) A type of recurrent neural network (RNN) designed to learn long-term dependencies in sequential data. Facebook Prophet A user-friendly tool that automatically detects seasonality and trends in time series data. This step includes: Identifying Data Sources: Determine where data will be sourced from (e.g.,

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phData

JUNE 7, 2023

DL is particularly effective in processing large amounts of unstructured data, such as images, audio, and text. Natural Language Processing (NLP) : NLP is a branch of AI that deals with the interaction between computers and human languages.

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DagsHub

JANUARY 14, 2025

The model achieved better performance with 45TB of deduplicated data vs 100TB raw data, thus reducing training costs significantly Vector Space Theory: This approach identifies near-duplicate texts based on the assumption that similar texts will lie close in their multidimensional vector space.

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The MLOps Blog

MARCH 21, 2023

Olalekan said that most of the random people they talked to initially wanted a platform to handle data quality better, but after the survey, he found out that this was the fifth most crucial need. And when the platform automates the entire process, it’ll likely produce and deploy a bad-quality model.

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AWS Machine Learning Blog

MARCH 15, 2024

First, you need to address the data heterogeneity problem with medical imaging data arising from data being stored across different sites and participating organizations, known as a domain shift problem (also referred to as client shift in an FL system), as highlighted by Guan and Liu in the following paper.

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The MLOps Blog

AUGUST 11, 2023

Internally within Netflix’s engineering team, Meson was built to manage, orchestrate, schedule, and execute workflows within ML/Data pipelines. Meson managed the lifecycle of ML pipelines, providing functionality such as recommendations and content analysis, and leveraged the Single Leader Architecture.

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