Tue.Oct 15, 2024

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A Data Scientist GenAI Survival Guide

KDnuggets

This guide emphasizes the growing significance of GenAI but also highlights the crucial role that data scientists play in harnessing this technology to solve real-world problems.

Data 87
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OCP Summit 2024: The open future of networking hardware for AI

Engineering at Meta

At Open Compute Project Summit (OCP) 2024, we’re sharing details about our next-generation network fabric for our AI training clusters. We’ve expanded our network hardware portfolio and are contributing two new disaggregated network fabrics and a new NIC to OCP. We look forward to continued collaboration with OCP to open designs for racks, servers, storage boxes, and motherboards to benefit companies of all sizes across the industry.

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The Key to LLMs: A Mathematical Understanding of Word Embeddings

KDnuggets

Word embeddings is a numerical representation of text, allowing a computer to process words efficiently by converting words into numerical vectors that can be processed with machine learning algorithm.

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Preparing the Consumer Fetch: Kafka Producer and Consumer Internals, Part 3

Confluent

Third installment of the Producer/Consumer Internals series that covers preparing the consumer fetch: how consumers interact with brokers, coordinate partitions, and send requests.

Kafka 52
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Prepare Now: 2025's Must-Know Trends For Product And Data Leaders

Speaker: Jay Allardyce

As we look ahead to 2025, business intelligence and data analytics are set to play pivotal roles in shaping success. Organizations are already starting to face a host of transformative trends as the year comes to a close, including the integration of AI in data analytics, an increased emphasis on real-time data insights, and the growing importance of user experience in BI solutions.

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5 Innovative Statistical Methods for Small Data Sets

KDnuggets

Various statistical methods you might never have known previously but useful for your workflow.

Data 119
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Data Traceability 101: Benefits, Challenges, and Implementation

Monte Carlo

Ever look at a dashboard and wonder “ How exactly did these numbers get here?” Yeah, you’re not the only one to think that. How quick and easy it is to come to an answer depends on how traceable the data is. Data traceability is the process of tracking data’s flow, transformations, and uses from its creation to its final destination. I’ll walk you through why data traceability is so important and how you can do it.

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Tracking Schema Changes in Iceberg Tables Using Metadata Files

Cloudyard

Read Time: 4 Minute, 21 Second Introduction Managing schema changes is a critical aspect of maintaining data integrity and consistency in dynamic data environments. When using Iceberg tables, every Data Definition Language ( DDL ) operation triggers the generation of a new metadata JSON file that captures the updated structure. Tracking these schema modifications, such as the addition, deletion, or alteration of columns, is essential for audit purposes.

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Our Approach to Architecture by James Heward

Scott Logic

In this article, we are publishing Scott Logic’s approach to architecture, and how we avoid common pitfalls. This is the first in a series of articles we will be publishing that define our approach to IT consultancy through the lens of principles we have honed over two decades of delivering complex, critical change for the world’s largest financial institutions and government organisations – principles that we adhere to across our consultancy services and roles.

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14 Principles of Management by Henri Fayol

Edureka

The following article will explore Henri Fayol’s principles of management, which are among the foundational pillars of organizational management. It also discusses effectiveness and offers guidance on organizing and directing resources to achieve business goals. We will dive into the principles, history, and importance of these principles. Who was Henri Fayol?

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Upgrading to Prefect Push Workers on AWS ECS

Towards Data Science

Upgrade from Prefect 2.0 to 3.0 and use the new Push Work Pools that greatly simplify infrastructure management and reduce cost.

AWS 40
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Changing the Game with MES: Cut Costs, Drive Efficiency, & Achieve Sustainability Goals!

Speaker: Nikhil Joshi, Founder & President of Snic Solutions

In an era where efficiency is king, are you leveraging the right tools to transform your manufacturing processes? A Manufacturing Execution System (MES) is critical for enhancing operational efficiency, reducing waste, and optimizing energy usage—key factors for improving your bottom line and lowering your carbon footprint. Join Nikhil Joshi, a manufacturing technology expert with 18+ years of hands-on experience, in this new webinar as he uncovers the secrets of MES and how to best utilize thes

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What is RFP in Project Management – A Comprehensive Guide

Edureka

RFP (Request for Proposal) Document is a crucial project management tool. It simplifies the usability and enables organizations to simplify the procurement process. It also allows one to make valuable decisions. One of the primary goals of RFPs is to get fine-tuned proposals from various vendors and contractors. It is based on the specific skills, as well as the cost estimates.

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Meta’s open AI hardware vision

Engineering at Meta

At the Open Compute Project (OCP) Global Summit 2024, we’re showcasing our latest open AI hardware designs with the OCP community. These innovations include a new AI platform, cutting-edge open rack designs, and advanced network fabrics and components. By sharing our designs, we hope to inspire collaboration and foster innovation. If you’re passionate about building the future of AI, we invite you to engage with us and OCP to help shape the next generation of open hardware for AI.

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What is Amazon Aurora?

Edureka

AWS has come up with a cloud-native database service known as Amazon Aurora. Aurora combines the power and security of business databases. It is easy to use for MySQL and PostgreSQL. After reading this article, you will learn how Amazon Aurora works. You will learn how it differs from Amazon RDS. You will also know when to use it for your apps. For those new to AWS, exploring AWS Training may help.

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Streamline RAG with New Document Preprocessing Features

Snowflake

As organizations increasingly seek to enhance decision-making and drive operational efficiencies by making knowledge in documents accessible via conversational applications, a RAG-based application framework has quickly become the most efficient and scalable approach. As RAG-based application development continues to grow, the solutions to process and manage the documents that power these applications need to evolve with scalability and efficiency in mind.

SQL 65
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Improving the Accuracy of Generative AI Systems: A Structured Approach

Speaker: Anindo Banerjea, CTO at Civio & Tony Karrer, CTO at Aggregage

When developing a Gen AI application, one of the most significant challenges is improving accuracy. This can be especially difficult when working with a large data corpus, and as the complexity of the task increases. The number of use cases/corner cases that the system is expected to handle essentially explodes. 💥 Anindo Banerjea is here to showcase his significant experience building AI/ML SaaS applications as he walks us through the current problems his company, Civio, is solving.

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Dataflow Architecture-Derived Data Views and Eventual Consistency

Towards Data Science

Dataflow Architecture—Derived Data Views and Eventual Consistency A (not-so) brief history of a health & fitness data pipeline: part ii Welcome to part ii of our coming-of-age trilogy on a public health and fitness data pipeline. In this chapter, we reimagine the backend system as a distributed state machine and explore the art of achieving consistency — with a functional flavour.