Resources

June 11, 2023

Unlocking the Power of a Data Catalog for Your Business

The importance of data quality & profiling for the success of Machine Learning In today's world, businesses around the globe are generating a vast amount of data. To be able to adopt a data-driven initiative, organizations must manage data...

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Unlocking the Power of a Data Catalog for Your Business
Generative AI Model for Time-Series Synthetic Data Generation

The best Generative AI Model for Time-Series Synthetic Data Generation

Exploring TimeGAN and YData Fabric for Synthetic Data Generation of Temporal Patterns In order to accelerate AI development and guarantee the best business practices and results, organizations rapidly need to become more data-centric....

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The importance of Data Catalogs for Machine Learning initiatives - Fabric the data catalog for data science

Unlocking the Power of a Data Catalog for Your Business

The importance of data quality & profiling for the success of Machine Learning In today's world, businesses around the globe are generating a vast amount of data. To be able to adopt a data-driven initiative, organizations must manage data...

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High-quality data is a concern for all the elements of the modern data teams: from data engineers to data scientists.

The different dimensions for high-quality data in AI

Data Engineering vs Machine Learning the differences and overlaps Data quality is critical to both Data Engineering and Data Science, after all poor quality data can be costly quite costly for a business. Accordingly to Gartner poor data...

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Explaining Imbalanced Data, DCAI

What is imbalanced data in Machine Learning?

Data quality plays a crucial role in the success of machine learning projects. In the realm of artificial intelligence, where algorithms learn from data to make predictions and decisions, the quality of the input data directly impacts the...

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Top 5 Python Packages Python Synthetic Data

The Top 5 Python Packages to Generate Realistic Synthetic Data

Get started with Synthetic Data Generation with these Open Source Libraries Following the extraordinary advances of Generative AI models, Synthetic Data is becoming the standard for Machine Learning development. Especially with the rise of...

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Time-series structure and how it impacts data quality profiling and synthetic data generation

Understanding the Structure of Time-Series Datasets

Unveiling the inner workings of how sequential data works and how Fabric can to smooth your journey in a time-series Machine Learning project Time-series data refers to a type of data that is collected and recorded over time and can be...

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ydata-synthetic the open-source for synthetic data generation

Synthetic data generation with Gaussian Mixture Models

Photo by Roman Synkevych on Unsplash A probabilistic approach to fast synthetic data generation with ydata-synthetic To find synthetic data generation within the same sentence as Gaussian Mixture Models (GMMs) sounds odd, but it makes a...

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Synthetic Data for Aligning ML Models to Business Value

Synthetic Data for Aligning ML Models to Business Value

I improved a model to save a hypothetical auto insurance company almost $200 per claim! One of the biggest mistakes that junior data scientists make is focusing too much on model performance while remaining naive about the model’s impact...

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Synthetic Data

10 Most Asked Questions on ydata-synthetic

1. What is the ydata-synthetic and what does it do? ydata-synthetic is an open-source Python package developed by YData’s team that allows users to experiment with several generative models for synthetic data generation. The main goal of...

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community

Top 5 online communities to grow as a data scientist

Are you a data scientist looking to connect with other like-minded individuals, learn new skills, and stay up-to-date on the latest trends and technologies in data science? If so, there are several online communities that you should...

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Generative AI described by Generative AI

What is Generative AI according to Generative AI?

Cover Photo by Gerard Siderius on Unsplash Generative AI products can create new content similar to what humans produce. What does it mean? It can generate text, images, videos, or even music resembling what a person might create....

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Essential Tool for Data-Driven

Data Fabric: An Essential Tool for Data-Driven Organizations

Data management and analysis are critical tasks for organizations in today's digital age. With the increasing volume and complexity of information being generated every day, it is becoming more and more challenging to manage the most...

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