Fri.Feb 19, 2021

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7 Benefits of Metadata Management

erwin

Metadata management is key to wringing all the value possible from data assets. However, most organizations don’t use all the data at their disposal to reach deeper conclusions about how to drive revenue, achieve regulatory compliance or accomplish other strategic objectives. What Is Metadata? Analyst firm Gartner defines metadata as “information that describes various facets of an information asset to improve its usability throughout its life cycle.

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6 Open Source Data Science Projects That Provide an Edge to Your Portfolio

Analytics Vidhya

ArticleVideos Introduction “I understand the concepts well. Why should I focus on data science projects in my data science journey?” I have been in. The post 6 Open Source Data Science Projects That Provide an Edge to Your Portfolio appeared first on Analytics Vidhya.

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5 things on our data and AI radar for 2021

O'Reilly on Data

Here are some of the most significant themes we see as we look toward 2021. Some of these are emerging topics and others are developments on existing concepts, but all of them will inform our thinking in the coming year. MLOps FTW. MLOps attempts to bridge the gap between Machine Learning (ML) applications and the CI/CD pipelines that have become standard practice.

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Decoding the Memory Nomenclature in modern-day computers, Starting with RAM

Analytics Vidhya

ArticleVideos This article was published as a part of the Data Science Blogathon. Introduction For Data Analysts and ML professionals, the understanding of how. The post Decoding the Memory Nomenclature in modern-day computers, Starting with RAM appeared first on Analytics Vidhya.

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Peak Performance: Continuous Testing & Evaluation of LLM-Based Applications

Speaker: Aarushi Kansal, AI Leader & Author and Tony Karrer, Founder & CTO at Aggregage

Software leaders who are building applications based on Large Language Models (LLMs) often find it a challenge to achieve reliability. It’s no surprise given the non-deterministic nature of LLMs. To effectively create reliable LLM-based (often with RAG) applications, extensive testing and evaluation processes are crucial. This often ends up involving meticulous adjustments to prompts.

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Inside 2021 ML Trends: Causality

Dataiku

In January, our Dataiku Lab team presented their annual findings for up-and-coming machine learning (ML) trends , based on the work they do in machine learning research. In this series, we're going to break up their key topics (trustworthy ML, human-in-the-loop ML, causality, and the connection between reinforcement learning and AutoML) so they're easy for you to digest as you aim to optimize your ML projects in 2021.

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Open Source in Data Science [Infographic]

DataCamp

Our infographic explains how the open-source revolution has transformed data science and maps out how to become fluent in data manipulation, data visualization, machine learning, reporting and communicating data, and natural language processing.

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Data Visualization Best Practices for 2021  

InsightOut

As we put a tumultuous year behind us, it’s time to examine how we will approach data visualization in 2021. How will we leverage this increased data literacy, and what are the data visualization best practices for 2021 that we should incorporate into our work?

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Enterprise-class NLP with spaCy v3

Domino Data Lab

spaCy is a python library that provides capabilities to conduct advanced natural language processing analysis and build models that can underpin document analysis, chatbot capabilities, and all other forms of text analysis. The spaCy library is available under the MIT license and is developed primarily by Matthew Honnibal and Ines Montani from E xplosion.AI.

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Data Visualization News & Trends  

InsightOut

Data visualization and analytics are some of the fastest-growing digital transformation initiatives for businesses today. In this article, we explore some of the currently trending topics and new developments in the field.

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How AI Helps Banks Identify Cross-Selling and Upselling Opportunities

DataRobot

Banks regularly create campaigns to offer new products to their customers. According to market research, it’s easier to sell a product to an existing customer than to sell a product to a new, qualified prospect. In today’s marketplace, banks provide a variety of deposit, lending, and investment products to individuals and businesses, but a good proportion of current customers might only use one or two of them.

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Driving Business Impact for PMs

Speaker: Jon Harmer, Product Manager for Google Cloud

Move from feature factory to customer outcomes and drive impact in your business! This session will provide you with a comprehensive set of tools to help you develop impactful products by shifting from output-based thinking to outcome-based thinking. You will deepen your understanding of your customers and their needs as well as identifying and de-risking the different kinds of hypotheses built into your roadmap.

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IBM Brings Enterprise-Class Capabilities to the Entry Storage Space

CDW Research Hub

IBM FlashSystem 5200 | Image courtesy of IBM. On February 9, IBM introduced a new FlashSystem family of entry-level, all-flash storage systems with full enterprise capabilities and full container support. Minimize cost, maximize efficiency. The IBM FlashSystem 5200 is a compact, end-to-end NVMe platform that delivers the full capabilities of IBM FlashCore modules, storage-class memory and IBM Spectrum Virtualize for the entry-level enterprise at an affordable price.