Wed.Mar 09, 2022

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Where ML Research Meets Data Science Practice: Causal Inference

Dataiku

If you’ve attended our annual technical trends webinars before, you know that causal inference is something that we’ve been talking about for the last few years. As the last installment of this series where we’ve been transcribing the various ML trends from this year’s webinar so the takeaways are more digestible by topic, Léo Dreyfus-Schmidt (Dataiku’s VP of Research) takes us through causal inference for machine learning (and how it ties to Reda’s markdown optimization project ).

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A Beginners’ Guide to Data Structures in Python

Analytics Vidhya

Overview Role of Data Structures in doing Analysis using Python Getting to know about Tuple, List, Dictionary, Set, Array, Series and Data Frame Major data structures explained in detail Introduction Every one of us in our data science journey is inclined towards learning Python: The Python Programming Language. Why so? Majorly for the Predictive Analytics […].

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Explorium Improves Machine Learning Models With External Data

David Menninger's Analyst Perspectives

Today, organizations understand the importance of good external data that can be integrated with internal data to train machine learning models. Our Machine Learning Dynamic Insights research showed that external data adds a significant value in gaining competitive advantage, improving customer experience and increasing sales. But getting the right external data for a particular requirement is not always easy.

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Exciting Things about Python that Every User Should Know!

Analytics Vidhya

Introduction Python is a really interesting programming language and by the end of this blog, you’ll also understand why. The IEEE Spectrum has ranked Python #1 in their list of top programming languages, 2020. It has maintained its position at #1 since the year 2017. Interesting! Isn’t it? It definitely took some time for python […]. The post Exciting Things about Python that Every User Should Know!

Analytics 280
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Beyond the Basics of A/B Tests: Innovative Experimentation Tactics You Need to Know as a Data or Product Professional

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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Boost Your AI and ML Skills for Free at NVIDIA Conference

KDnuggets

Four-day conference offers hundreds of learning and development opportunities in AI, ML, DL, robotics, data science and high performance computing for developers at all levels.

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The secrets of successful cloud-first strategies

CIO Business Intelligence

Today’s cloud strategies revolve around two distinct poles: the “lift and shift” approach, in which applications and associated data are moved to the cloud without being redesigned; and the “cloud-first” approach, in which applications are developed or redesigned specifically for the cloud. By far the fastest approach is to lift and shift the whole environment, says Matthew Hon, CTO for public sector at technology services company Fujitsu Americas, as rewriting applications for the cloud could t

Strategy 145

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How Australia’s Trade Ledger built its cloud-based software

CIO Business Intelligence

When Martin McCann and Mathias Born decided to create Trade Ledger, an Australian lending platform, their plan was to simplify and streamline lending services through cloud-based software for lenders. Their journey provides insights for CIOs in their own development efforts. When Trade Ledger started to develop its software as a service, Born’s team was focused on how to build and architect a system that wouldn’t be obsolete in a few years.

Software 135
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How Long Does It Take to Learn Data Science Fundamentals?

KDnuggets

This article discusses 2 levels of data science learning, and the amount of time that will need to go into each. From 6 months to 4 years, this write-up covers a number of skills and how long it takes to acquire them.

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The Convergence of High-Performance Compute and Sustainability

CIO Business Intelligence

High performance computing (HPC) and Artificial Intelligence (AI) solutions are being deployed on-premises, in the cloud, and at the edge across a wide range of industries. According to a study by Grand View Research, the global HPC market is expected to reach $60 billion by 2025.¹. In manufacturing, HPC and AI are being used for predictive and prescriptive maintenance, automation of product lifecycle management, and short design cycles.

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KDnuggets News March 9, 2022: Build a Machine Learning Web App in 5 Minutes; 5 Applications of Computer Vision

KDnuggets

This week's top posts are: Build a Machine Learning Web App in 5 Minutes by Natassha Selvaraj; 5 Applications of Computer Vision by Devin Partida; 5 Data Science Projects to Learn 5 Critical Data Science Skills by Nate Rosidi.

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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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South African female founders of colour confront career, funding challenges

CIO Business Intelligence

Africa leads the rest of the world when it comes to female business owners. In fact, women in Africa are more likely to be entrepreneurs than their male counterparts. And yet, conversations with South African female founders of technology companies reveal that the business world is still not wired to support them. Almost 50% of the women in the non-agricultural labour force are entrepreneurs, but female-led businesses earn 34% lower profits, on average, than companies steered by men, according t

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Using Data Science to Make Clean Energy More Equitable

KDnuggets

Here are some lessons inspired by a recent panel the author moderated about how data scientists can help put equity into practice.

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Project manager interview questions: 5 key areas to prep for

CIO Business Intelligence

Good news: You’ve landed an interview for a project manager job. Maybe it’s the first step in a new career, or maybe you’re a seasoned PM looking for greener pastures. Either way, you’ve gotten your resume through the hoops and now have a chance to talk to real people about your qualifications for this job. Interviews can be a little nerve wracking, so having a sense in advance of what you will be asked about is essential to making a good impression.

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OCDQ Radio on Big Data and Data Science

Jim Harris

OCDQ Radio is an audio podcast about data quality and its related disciplines, produced and hosted by Jim Harris. This podcast is no longer an active project, meaning not only do I rarely publish a new episode, but its episodes are only available to listen to on this website and no longer distributed on platforms such as Apple Podcasts and Google Podcasts.

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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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How NZ CIOs view the challenge of IT staff’s intent to leave

CIO Business Intelligence

The IT talent shortage is a key concern for many New Zealand businesses, and retaining current staff looks to become even more of a headache for New Zealand CIOs in 2022. That survey found that Australia and New Zealand IT staff had the least intention to remain with their current employers than their counterparts in most regions of the world. In a conversation with CIO New Zealand, Datacom CIO and CISO Karl Wright was philosophical about the findings of the survey.

IT 97
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Nutanix Cloud Platform on Equinix Metal: Combine the power of the Nutanix cloud stack with the bare-metal performance and global reach of Equinix

Nutanix

Fast and flexible access to IT infrastructure has become a critical success factor for modern business. Nutanix and Equinix have joined up to help enterprise IT teams reduce time to market for new applications and services.

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CIO Leadership Live with Matt Mehlbrech, Vice President of Information

CIO Business Intelligence

Matt Mehlbrech, Vice President of Information Technology at CoorsTek, Inc., joins host Maryfran Johnson for this CIO Leadership Live interview, jointly produced by CIO.com and the CIO Executive Council. They discuss IT leadership, business strategy, the latest technologies and more.

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Using Machine Learning for Sentiment Analysis: a Deep Dive

DataRobot Blog

This article was originally published at Algorithimia’s website. The company was acquired by DataRobot in 2021. This article may not be entirely up-to-date or refer to products and offerings no longer in existence. Find out more about DataRobot MLOps here. Sentiment analysis invites us to consider the sentence, You’re so smart! and discern what’s behind 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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Become More Data-Driven by Evolving Analytics Workloads

CIO Business Intelligence

Data-driven organizations understand that data, when analyzed, is a strategic asset. It’s the “new oil.” It forms the basis for making informed decisions around product innovation, dynamic pricing, market expansion, and supply chain optimization. The challenge: There. Is. So. Much. Data. . Organizations are expected to experience 30-40% data growth annually , which creates greater data protection responsibility and increases the data management burden.

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Best Workplaces for Women in Ireland 2022

Cloudera

Over the past decade, Cloudera has matured to become a leading-edge technology company, supporting a diverse range of customers, across the globe. At Cloudera, we are passionate about helping our customers identify opportunities for innovation and growth, enabling them to accelerate their digital transformation, and aiding them to solve some of societies’ largest challenges.

Sales 15
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Dimension Data: Delivering the Hybrid IT That Africa’s Distributed, Fast-Paced Organizations Need to Succeed

CIO Business Intelligence

Never one to back down in the face of a challenge, Dimension Data has a long track record of success using its extensive portfolio of IT solutions and services to solve complex problems. Part of the NTT Group, Dimension Data provides enterprises throughout Africa and the Middle East with everything from a full array of cloud solutions to customized development services that build on cutting-edge advances in analytics, machine learning, artificial intelligence, and the Internet of Things.

IT 93
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How Etihad taps data science to optimise airline operations

CIO Business Intelligence

It’s no secret that large-scale upheavals in the global aviation industry, including the catastrophic impact of the pandemic, have sent airline companies reeling over the past few years. Despite the worldwide chaos, UAE national airline Etihad has managed to generate productivity gains and cost savings from insights using data science. Based in Abu Dhabi and in operation since 2003, in recent years Etihad has used a data lake and a unified set of AI-driven analytics tools to optimise staffing, t

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Reimagined: Building Products with Generative AI

“Reimagined: Building Products with Generative AI” is an extensive guide for integrating generative AI into product strategy and careers featuring over 150 real-world examples, 30 case studies, and 20+ frameworks, and endorsed by over 20 leading AI and product executives, inventors, entrepreneurs, and researchers.

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3G shutdown paves the way for 5G, but there’s a catch

CIO Business Intelligence

At the beginning of each year, technology industry leaders prognosticate about incredible things that new and emerging technologies are on the cusp of accomplishing. The reason for this forward-looking optimism is simple: The accelerating pace of innovation in the past 20 years has given us a constant stream of life-changing technologies that are always better, more powerful, and faster than the technology they’re replacing.

IoT 88
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3 non-negotiables for data project success

CIO Business Intelligence

Going into the pandemic, workwear company Carhartt was “probably as far away from being a virtual collaboration organization as you could be,” says Chief Digital & Information Officer John Hill. But like so many organizations, Carhartt has had to rethink how work gets done in today’s hybrid workplace. Part of that, says Hill, is “push[ing] down decision making to the lowest level in the organization”—a move that will increase reliance on data.

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US IT jobs growth slowed in February

CIO Business Intelligence

Hiring for US IT roles slowed dramatically in February 2022, according to CompTIA, even as US Bureau of Labor Statistics figures showed non-farm employment growing across the rest of the economy. The US non-farm workforce grew by 678,000 in February 2022, compared to an increase of 481,000 in January, according to seasonally adjusted BLS figures. But the share of those joining technology companies fell dramatically in February 2022 to 5,300, down from around 15,300 in January, according to an an

IT 58
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Voice — set to disrupt business communications

CIO Business Intelligence

Almost 150 years after the world-changing event when Alexander Graham Bell sent the first spoken words down a telephone line, there are claims electronic voice communication is declining in use and importance. US magazine, Home Business , reported in 2018, “For the first time ever, mobile voice calls have seen a decline in use. … More emphasis is being put on web use, and data plans are growing while minutes are cast aside.”.

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Entity Resolution Checklist: What to Consider When Evaluating Options

Are you trying to decide which entity resolution capabilities you need? It can be confusing to determine which features are most important for your project. And sometimes key features are overlooked. Get the Entity Resolution Evaluation Checklist to make sure you’ve thought of everything to make your project a success! The list was created by Senzing’s team of leading entity resolution experts, based on their real-world experience.

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How cloud is disrupting IT operations

CIO Business Intelligence

The rapid evolution of cloud services is forcing IT organisations to scramble to attract the right skills and fight fires reactively rather than taking time to devise a proper cloud-first strategy. Fewer than 11% of enterprises in APAC today use a single cloud. Instead, organisations are settling on multi-cloud, hybrid strategy with interoperability between cloud providers.

IT 86
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Building a Beautiful Data Lakehouse

CIO Business Intelligence

Applying artificial intelligence (AI) to data analytics for deeper, better insights and automation is a growing enterprise IT priority. But the data repository options that have been around for a while tend to fall short in their ability to serve as the foundation for big data analytics powered by AI. Traditional data warehouses, for example, support datasets from multiple sources but require a consistent data structure.

Data Lake 109
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Companies step up help for Ukraine-based IT staff

CIO Business Intelligence

“What would we do if Pennsylvania was surrounded by millions of troops?” asks Gunter Pfau, founder and CEO of Philadelphia-based Stuzo, says. “We’d want to get our team out of there as much as possible.”. Stuzo, a provider of loyalty and contactless commerce products and services for convenience store and fuel retailers, has more that 95 employees (about two-thirds of its staff) in the country, says Pfau, who emigrated as a boy from then-Communist Romania.

IT 126
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New US CIO appointments, March 2022

CIO Business Intelligence

Movers & Shakers is where you can keep up with new CIO appointments and gain valuable insight into the job market and CIO hiring trends. As every company becomes a technology company, CEOs and corporate boards are seeking multi-dimensional CIOs with superior skills in technology, communications, business strategy and digital innovation. The role is more challenging than ever before — but even more exciting and rewarding!

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Strategic CX: A Deep Dive into Voice of the Customer Insights for Clarity

Speaker: Nicholas Zeisler, CX Strategist & Fractional CXO

The first step in a successful Customer Experience endeavor (or for that matter, any business proposition) is to find out what’s wrong. If you can’t identify it, you can’t fix it! 💡 That’s where the Voice of the Customer (VoC) comes in. Today, far too many brands do VoC simply because that’s what they think they’re supposed to do; that’s what all their competitors do.