Tue.Apr 23, 2024

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Top 9 Fine-tuning Interview Questions and Answers

Analytics Vidhya

Introduction As someone deeply immersed in the world of artificial intelligence, I’ve seen firsthand how fine-tuning revolutionizes pre-trained large language models (LLMs). Bridging the gap between general AI training and specific tasks sparked my interest in exploring fine-tuning. Fine-tuning is like specializing in a field after getting a broad education.

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Rising Tide Rents and Robber Baron Rents

O'Reilly on Data

Why is it that Google, a company once known for its distinctive “Do no evil” guideline, is now facing the same charges of “surveillance capitalism” as Facebook, a company that never made such claims? Why is it now subject to the same kind of antitrust complaints faced by Microsoft, once the “evil empire” of the previous generation of computing? Why is it that Amazon, which has positioned itself as “the most customer-centric company on the planet,” now lards its search results with advertisements

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10 Open Source Datasets for LLM Training

Analytics Vidhya

Introduction As you may know, large language models (LLMs) are taking the world by storm, powering remarkable applications like ChatGPT, Bard, Mistral, and more. But have you ever wondered what fuels these robust AI systems? The answer lies in the vast datasets used to train them. Just like humans learn from exposure to information, LLMs […] The post 10 Open Source Datasets for LLM Training appeared first on Analytics Vidhya.

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CIO risk-taking 101: Playing it safe isn’t safe

CIO Business Intelligence

As CIO, you’re in the risk business. Or rather, every part of your responsibilities entails risk, whether you’re paying attention to it or not. And in spite of the spate of books that extol risk-taking as the only smart path, it’s worth remembering that their authors don’t face what might be the biggest risk CIOs have to deal with every day: executive teams adept at preaching risk-taking without actually supporting it.

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Beyond the Basics of A/B Tests: Highly Innovative Experimentation Tactics You Need to Know

Speaker: Timothy Chan, PhD., Head of Data Science

Are you ready to move beyond the basics and take a deep dive into the cutting-edge techniques that are reshaping the landscape of experimentation? 🌐 From Sequential Testing to Multi-Armed Bandits, Switchback Experiments to Stratified Sampling, Timothy Chan, Data Science Lead, is here to unravel the mysteries of these powerful methodologies that are revolutionizing how we approach testing.

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Streamlining Data Workflow with Apache Airflow on AWS EC2

Analytics Vidhya

Introduction Apache Airflow is a powerful platform that revolutionizes the management and execution of Extracting, Transforming, and Loading (ETL) data processes. It offers a scalable and extensible solution for automating complex workflows, automating repetitive tasks, and monitoring data pipelines. This article explores the intricacies of automating ETL pipelines using Apache Airflow on AWS EC2.

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Retrieval Augmented Generation: Where Information Retrieval Meets Text Generation

KDnuggets

This article introduces retrieval augmented generation, which combines text generation with informaton retrieval in order to improve language model output.

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Climate and Sustainability Hackathon—Meet the Judges!

Cloudera

Back in October, we announced the first-ever Cloudera Climate and Sustainability Hackathon , powered by AMD. The Hackathon was intended to provide data science experts with access to Cloudera machine learning to develop their own Accelerated Machine Learning Project (AMP) focused on solving one of the many environmental challenges facing the world today.

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Alibaba’s LLM-R2: Revolutionizing SQL Query Efficiency

Analytics Vidhya

Alibaba, in collaboration with Nanyang Technological University and Singapore University of Technology and Design, unveils LLM-R2, an innovative system aimed at enhancing SQL query efficiency. The system incorporates a Large Language Model (LLM) to revolutionize query rewriting, significantly reducing execution times while maintaining accuracy and reliability.

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What’s Needed for an Effective Renewable Energy Management Solution (REMS)

Data Virtualization

Reading Time: 3 minutes Energy and utility companies are under constant pressure to decarbonize and electrify, and though this may be disruptive for operations (while being kind to the planet), the fundamental nature of electrification is that it can be easily digitized and monitored, The post What’s Needed for an Effective Renewable Energy Management Solution (REMS) appeared first on Data Management Blog - Data Integration and Modern Data Management Articles, Analysis and Information.

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Gen AI Toolbox

Analytics Vidhya

Enhance your creative process with generative AI tools. Discover how these advanced tools can assist you in increasing your productivity.

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The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Communication

Speaker: David Bard, Principal at VP Product Coaching

In the fast-paced world of digital innovation, success is often accompanied by a multitude of challenges - like the pitfalls lurking at every turn, threatening to derail the most promising projects. But fret not, this webinar is your key to effective product development! Join us for an enlightening session to empower you to lead your team to greater heights.

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Conquering the Data Deluge Through Streamlined Data Access

Dataiku

Now more than ever, organizations are grappling with a constant influx of information. This "data deluge" presents opportunities for uncovering valuable insights, but traditional data access methods often hinder progress. Siloed data, complex permissions, and inefficient workflows can leave valuable resources untapped.

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Generative AI for procurement lets you eliminate the mundane, elevate the strategic, and get ready for the future

Timo Elliott

I recently got the chance to do an AI overview session for a group of procurement specialists, so here are some thoughts on some of the topics we touched upon. First, procurement is hard! There are so many tradeoffs—between cost and quality; speed and accuracy, local sourcing and global efficiencies; and between supplier relationships and competitive bidding.

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Global managed services to grow in 2024 as enterprise IT spending rises

CIO Business Intelligence

The global market for managed services will rise in 2024 due to organizations’ IT spending surge and larger investments in managed services deals involving AI and cloud computing, according to market intelligence firm IDC. “This trend will continue over the next few years as more organizations experiment or go live with AI-enabled services. Although a significant portion of the IT spending will be AI-centric, cloud technology will continue to drive the IT market,” IDC said in a statement.

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5 steps for implementing change management in your organization

IBM Big Data Hub

Change is inevitable in an organization; especially in the age of digital transformation and emerging technologies, businesses and employees need to adapt. Change management (CM) is a methodology that ensures both leaders and employees are equipped and supported when implementing changes to an organization. The goal of a change management plan, or more accurately an organizational change plan, is to embed processes that have stakeholder buy-in and support the success of both the business and the

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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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7 Best Platforms to Practice Python

KDnuggets

Looking to level up your Python skills and ace coding interviews? Start practicing today on these platforms.

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SAFe certification: launch your Scaled Agile Framework career

CIO Business Intelligence

What is SAFe certification? Scaled Agile Framework (SAFe) certifications are becoming valuable in larger organizations looking for efficient project delivery, reduced time-to-market, and ways to provide better stakeholder value. These certifications provide a valid, reliable means of assessing skills, knowledge, and mindset of those seeking career advancement working with the framework.

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Data Scientist Breakdown: Skills, Certifications, and Salary

KDnuggets

Learn about the growing demand for data scientists in the year 2024.

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Embedded BI Can Improve Customer Service!

Smarten

Using Embedded BI to Improve Customer Service and Satisfaction! As a software solution product and service provider, you are focused on the common issues your customers face, providing features and functionality that will satisfy the most customers and give you an edge in the market. But you can’t possibly satisfy every unique need your customers have!

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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.