Tue.Jan 24, 2023

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Learning Time Series Analysis & Modern Statistical Models

Analytics Vidhya

Introduction Statistical models are significant for understanding and predicting complex data. You can see patterns and relationships and make accurate predictions about future values. A viable area for statistical modeling is time-series analysis. Time series data are collected over time and can be found in various fields such as finance, economics, and technology.

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Prevedere Provides Predictive Insights with Analytics and Planning

David Menninger's Analyst Perspectives

Markets have been more volatile than ever. It creates a need for decision makers to utilize technologies such as artificial intelligence and machine learning (AI/ML) to better understand the external factors that impact their business. By identifying these factors, organizations can better plan for changing market environments and seize market opportunities.

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Understanding Neo4j Graph Databases: Purpose and Functionality

Analytics Vidhya

Introduction What kind of database did you use to build your most recent application? According to Scalegrid’s 2019 database trends report, SQL is the most popular database form, with more than 60% of its use. It is followed by NoSQL databases with more than 39% use. MySQL is the most common SQL database, while MongoDB […] The post Understanding Neo4j Graph Databases: Purpose and Functionality appeared first on Analytics Vidhya.

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5 Ways to Deal with the Lack of Data in Machine Learning

KDnuggets

Effective solutions exist when you don't have enough data for your models. While there is no perfect approach, five proven ways will get your model to production.

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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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The Ultimate Guide to the Future of Quantum Computing

Analytics Vidhya

Introduction Quantum computing is a computing phenomenon mechanism used to perform operations on data. It has the potential to solve certain problems much faster than classical computers and has applications in various fields such as chemistry, material science, and machine learning. In classical computing, a bit can hold a 0 or 1. A quantum bit, […] The post The Ultimate Guide to the Future of Quantum Computing appeared first on Analytics Vidhya.

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CIOs sharpen tech strategies to support hybrid work

CIO Business Intelligence

A significant number of organizations are operating in a hybrid model — and expect to continue with that hybrid environment for the foreseeable future. Global analytics and advice firm Gallup has found that the percentage of remote-capable workers working in a hybrid environment increased in 2022 , moving from 42% in February to 49% in June. Gallup also found that only 20% of remote-capable employees were working fully on-site while 30% were fully remote in 2022.

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Genetic Programming in Python: The Knapsack Problem

KDnuggets

This article explores the knapsack problem. We will discuss why it is difficult to solve traditionally and how genetic programming can help find a "good enough" solution. We will then look at a Python implementation of this solution to test out for ourselves.

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Why sustainable transportation needs 5G connectivity and digitalisation

CIO Business Intelligence

Decarbonising transportation through electrification is critical to helping companies and economies meet net-zero emissions targets. Fortunately, three forces are combining to make this vision for sustainable transportation a reality: connectivity, digitalisation, and cross-sector collaboration. In a recent “fireside chat” on the topic of sustainable transportation, Erik Ekudden, CTO of Ericsson, and Christian Levin, CEO of Scania, discussed the importance of 5G connectivity and digitalisation i

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7 Best Libraries for Machine Learning Explained

KDnuggets

Learn about machine learning libraries for building and deploying machine learning models.

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Eliminating Waste in Auto Claims

Decision Management Solutions

This is the final entry in a set of three posts – you can see the first on Reducing the cost of manual claims handling here and the second on Fast-tracking disability claims here. Each post is a real-world story that illustrates the importance of handling your claims effectively, not just efficiently. Digitizing your process may mean you can process a claim more cheaply, but you also need to pay the right claims, the right way.

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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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Learn how to design, measure and implement trustworthy A/B tests from leading experimentation expert Ronny Kohavi (ex-Amazon, Airbnb, Microsoft)

KDnuggets

Leading expert Ronny Kohavi, drawing from his 20+ years of experience, will walk you through the ins and outs of experimentation, identifying key insights and working through live demos in his live course, Accelerating Innovation with A/B Testing, starting January 30th.

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Build a serverless analytics application with Amazon Redshift and Amazon API Gateway

AWS Big Data

Serverless applications are a modernized way to perform analytics among business departments and engineering teams. Business teams can gain meaningful insights by simplifying their reporting through web applications and distributing it to a broader audience. Use cases can include the following: Dashboarding – A webpage consisting of tables and charts where each component can offer insights to a specific business department.

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How to get immediate value from your data catalog

Alation

Most organisations are seeking to be data-driven because they believe in the value of data to inform key decisions at all levels, making data management absolutely critical. However, in the annual NewVantage Partners executive survey, only 24% of firms said they have created a data-driven organisation, indicating we still have a long way to go before businesses across the world are truly data-driven.

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Belong @ DataRobot: Lunar New Year with the ACTnow! Community

DataRobot Blog

The DataRobot ACTnow! (Asians Coming Together Now) community advocates for the diverse needs of all Asian, Asian American, Pacific Islander teammates, and allies through educational, cultural, and social activities. Chinese New Year marks the transition between zodiac signs, and 2023 is the Year of the Rabbit. In Chinese culture, the rabbit is a symbol of longevity, peace, and prosperity and 2023 is predicted to be a year of hope.

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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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To Annotate or Not? Predicting Performance Drop Under Domain Shift

Dataiku

Dataiku’s AI Lab is dedicated to contributing to the academic machine learning (ML) community and developing tools to assist everyone on their data journey. Beyond its research mission, the Lab also brings its expertise into the real world, working hand-in-hand with Dataiku data scientists and architects to solve enterprise data challenges. Dataiku researchers' interests are very broad, from MLOps, active learning, and semi-supervised learning to AutoML and meta ML.

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The Very Group Achieves Growth by Innovating with Customer Analytics

Teradata

The Very Group achieves growth by innovating with customer analytics.

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PowerExcel: Making What’s Complicated in Budgeting Simple

Paris Technologies

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How Useful is ChatGPT for Data Visualisation Work?

The Data Visualisation Catalogue

So I finally got around to looking into ChatGPT and while I may be a month or so behind, it has allowed me to see what others are saying on this topic before I write about it. There’s been a lot of buzz on ChatGPT since December, not just from developers and copywriters, but also even people discussing the wider philosophical implications of tools like it.

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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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Build a multi-Region and highly resilient modern data architecture using AWS Glue and AWS Lake Formation

AWS Big Data

AWS Lake Formation helps with enterprise data governance and is important for a data mesh architecture. It works with the AWS Glue Data Catalog to enforce data access and governance. Both services provide reliable data storage, but some customers want replicated storage, catalog, and permissions for compliance purposes. This post explains how to create a design that automatically backs up Amazon Simple Storage Service (Amazon S3), the AWS Glue Data Catalog, and Lake Formation permissions in diff

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United Bank Limited optimizes its data analytics with the Cloudera Data Platform (CDP)

Cloudera

United Bank Limited (UBL), a Pakistani banking and financial services leader, serves over 11 million customers nationwide and operates 1,338 branches and 1,445 ATMs, along with its branchless banking proposition (combination ATM and online banking). In 2022, UBL was awarded Best Bank for Digital Solutions by Asiamoney and Market Leader of Digital Banking in Pakistan by Euromoney, a testament to its track record as the best in digital banking.

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Brilliance: The CIO’s most seductive career-limiting trait

CIO Business Intelligence

Good leaders get things done. Great leaders build organizations that get things done. As a leader, being thought of as a source of the great ideas that help get things done is a three-fold liability, especially when you’re working with executive peers outside of IT. The first fold is that if a brilliant idea has your name on it, your peers will have to acknowledge how smart you are in order to support it.