Rocket-Powered Data Science

DECEMBER 15, 2018

If we cannot know that ( i.e., because it truly is unsupervised learning), then we would like to know at least that our final model is optimal (in some way) in explaining the data. This challenge is known as the cold-start problem ! In those intermediate steps it serves as an evaluation (or validation) metric.

Machine Learning 171

Machine Learning Optimization Metrics Deep Learning 171

Smart Data Collective

JANUARY 27, 2021

A 2018 whitepaper from a team of researchers from the University of Copenhagen in Denmark showed that artificial intelligence modeling was more effective at forecasting trends in market prices than conventional benchmarks. You should also track the accuracy of your algorithms and tweak them as necessary for optimal efficacy.

Machine Learning 140

Machine Learning Forecasting Predictive Analytics Marketing 140

CIO Business Intelligence

APRIL 4, 2024

In 2018, Amazon introduced cashier-less tech “Just Walk Out” at a Seattle store. In his 2018 shareholder letter , Bezos expressed the vision of a store where customers could walk in, grab what they needed, and depart without delay. The system tracks items shoppers take and charges them automatically.

Marketing 111

Marketing Reporting Sales Technology 111

Domino Data Lab

JULY 2, 2019

SQL optimization provides helpful analogies, given how SQL queries get translated into query graphs internally , then the real smarts of a SQL engine work over that graph. Program Synthesis Papers at ICLR 2018 ” – Illia Polosukhin (2018-05-01). Program Synthesis is Possible ” – Adrian Sampson (2018-05-09).

Metadata 105

Metadata Data Science Machine Learning Data-driven 105

CIO Business Intelligence

NOVEMBER 19, 2024

Just a few short years ago, models like GPT-1 (2018) and GPT-2 (2019) barely registered a blip on anyone’s tech radar. From obscurity to ubiquity, the rise of large language models (LLMs) is a testament to rapid technological advancement. Language understanding: Able to comprehend and follow complex instructions.

Testing 135

Testing Cost-Benefit Interactive ROI 135

O'Reilly on Data

MAY 21, 2019

For example, in a July 2018 survey that drew more than 11,000 respondents, we found strong engagement among companies: 51% stated they already had machine learning models in production. Another algorithm (the “trainer” and “pipeline”) that uses data to produce the Model that best optimizes some objective function.

Machine Learning 279

Machine Learning Technology Deep Learning Data Science 279

FineReport

FEBRUARY 4, 2020

Such as material cutting: Two-way coupling of rigid bodies: This result was finally published at SIGGRAPH 2018. Differentiable programming in Taichi can effectively optimize the neural network controller through brute force gradient descent without using reinforcement learning. times faster than PyTorch. Links: Yuanming.Hu

Optimization 122

Optimization Measurement Testing Publishing 122

Smart Data Collective

APRIL 22, 2021

generated 600 million tons of construction and demolition debris in 2018. Workflow Optimization. The sector accounted for 39% of energy-related carbon emissions globally in 2018. Big data insights, which are much more comprehensive, can prevent these mistakes. Waste Reduction. Sustainability.

Big Data 135

Big Data Data Analytics Predictive Analytics Analytics 135

Smart Data Collective

DECEMBER 15, 2022

In 2018, Blake Morgan wrote an article in Forbes detailing how Amazon rebranded itself around AI. Algorithm Optimization. As we stated in the past, AI is great for website development and optimization. Ecommerce giants like Amazon are finding creative ways to leverage AI. AI is also helpful for SEO. Incorporate Automation.

Advertising 145

Advertising Recreation/Entertainment Marketing Software 145

datapine

APRIL 8, 2020

While there are other data analysis methods you can use to analyze and optimize your results, a SQL data dashboard is based on a relational database that is updated in real-time, therefore you don’t need to pull reports that are set in the past. Comparing To Previous Periods. We offer a 14-day free trial.

Dashboards 209

Dashboards Software Visualization Sales 209

Sisense

FEBRUARY 9, 2021

In 2018, we received clearance from the FDA for the first automated movement designed for the CorPath GRX platform called ‘Rotate on Retract’ (RoR),” explained Doug Teany, Chief Operating Officer at Corindus. Food and Drug Administration (FDA). “In Data-driven health care. Data is the most valuable commodity in medicine,” Doug said.

Data-driven 144

Data-driven Optimization Risk Strategy 144

AWS Big Data

AUGUST 11, 2023

Customers are implementing data and analytics workloads in the AWS Cloud to optimize cost. It allows them to provide better services and insight to customers such as email campaign optimization. Originally, all logs were retained back to 2018. This post is written in collaboration with Elijah Ball from Ontraport.

Data Processing 98

Data Processing Cost-Benefit Optimization Interactive 98

Smart Data Collective

MAY 17, 2021

billion in 2018. It can also be used to analyze driver behaviors to optimize fuel stops, personal breaks and more. When it comes to fleet maintenance, big data can aid in monitoring vehicle handling and operation to optimize trips, preserve equipment and waylay potential breakdowns. Organizations have already realized this.

Big Data 132

Big Data Cost-Benefit IoT Machine Learning 132

CIO Business Intelligence

JUNE 5, 2024

The data is feeding AI predictions around everything from the optimal batting lineup against a starting pitcher, and optimal defensive positioning against a given batter facing a given pitcher, to injury prediction.

Optimization 125

Optimization Predictive Modeling Data-driven Modeling 125

CIO Business Intelligence

DECEMBER 1, 2023

LexisNexis has been playing with BERT, a family of natural language processing (NLP) models, since Google introduced it in 2018, as well as Chat GPT since its inception. We will pick the optimal LLM. We’ll take the optimal model to answer the question that the customer asks.” But the foray isn’t entirely new.

Cost-Benefit 128

Cost-Benefit Machine Learning Digital Transformation Deep Learning 128

O'Reilly on Data

MARCH 7, 2019

In a test done during December 2018, of the six engines, the only medical term (which only two of them recognized) was Tylenol as a product. All but Amazon Comprehend provide a web user interface so you can copy and paste sentences to see how the service would analyze it: Google Cloud Natural Language. IBM Watson NLU. Azure Text Analytics.

Deep Learning 279

Deep Learning Testing Machine Learning Modeling 279

datapine

SEPTEMBER 27, 2022

Originally published in 2018, the book has a second edition that was released in January of 2022. 14) “High-Performance MySQL: Optimization, Backups, and Replication” by Baron Schwartz, Peter Zaitsev, and Vladimir Tkachenko. 4) “SQL Performance Explained” by Markus Winand. Would highly recommend for SQL experts.”.

Business Intelligence 292

Business Intelligence Data Warehouse Data Processing Data mining 292

The Unofficial Google Data Science Blog

APRIL 23, 2024

If the relationship of $X$ to $Y$ can be approximated as quadratic (or any polynomial), the objective and constraints as linear in $Y$, then there is a way to express the optimization as a quadratically constrained quadratic program (QCQP). However, joint optimization is possible by increasing both $x_1$ and $x_2$ at the same time.

Experimentation 52

Experimentation Optimization Uncertainty Metrics 52

CIO Business Intelligence

SEPTEMBER 5, 2024

In 2018, Ruckus IoT Suite, a new approach to building access networks to support IoT deployments was launched. Switching business in India had a strong 30.4% YoY growth by vendor revenue with key industries that contributed to the switching business include services, finance, telecom, and manufacturing as per Jitendra.

IoT 119

IoT Internet of Things Manufacturing Data-driven 119

datapine

NOVEMBER 19, 2019

There are a large number of tools used in AI, including versions of search and mathematical optimization, logic, methods based on probability and economics, and many others. Likewise, 2018 was the year of virtual assistants: Alexa, Cortana, all of them have taken the consumers’ market by storm.

Technology 279

Technology Internet of Things IT IoT 279

CIO Business Intelligence

JUNE 15, 2023

BCG asked 12,898 frontline employees, managers, and leaders in large organizations around the world how they felt about AI: 61% listed curiosity as one of their two strongest feelings, 52% listed optimism, 30% concern, and 26% confidence. A lot has happened since that last survey on attitudes to AI in 2018.

Management 116

Management Experimentation Optimization Enterprise 116

CIO Business Intelligence

JUNE 27, 2022

In 2018, it put a certified Energy Management System (ISO 50001) in place for all of its directly operated data centers. The company’s energy management team sets annual energy efficiency targets for each facility and has reduced absolute energy consumption by 12.84% since 2018.

Data Processing 96

Data Processing Machine Learning Data Science Optimization 96

Data Science 101

APRIL 26, 2019

Go Machine Learning Projects (2018) – this book uses gonum and gorgonia in the examples Machine Learning with Go (2017). Golang Data Science Books. There have even been a couple books written about the topic. Thoughts from the Community. Reasons Not to use Golang for Data Science.

Data Science 111

Data Science Machine Learning Interactive Optimization 111

Sisense

JULY 24, 2019

Once both issues are addressed, the user can ask “how many customers are responsible for 80% of my Q1 2018 income compared to 2017?” and the system will know to look after ‘ clients ’ and aggregate the ‘ revenue ’ (the actual variable names in the system) to compare between Q1 2018 and Q1 2017. Machine Intent vs. User Intent.

Analytics 89

Analytics Experimentation Metadata Big Data 89

CIO Business Intelligence

JULY 5, 2022

The suite of tools included a digital value stream map, safety stock optimizer, inventory corridor report, and planning cockpit. Optimization: Once trends have been identified and predictions made, simulation techniques can be used to test best-case scenarios.

Business Analytics 136

Business Analytics Prescriptive Analytics Data mining Diagnostic Analytics 136

CIO Business Intelligence

JANUARY 3, 2023

Sustainability is all about innovation and business optimization. IT-driven sustainability The league released sustainability reports in 2014 and 2018. The only way you can really advance change is by measuring, and then from measurement, impact. Sustainability is all about continuous business improvement.

Metrics 144

Metrics Measurement Recreation/Entertainment Data Collection 144

CIO Business Intelligence

JUNE 5, 2024

Then it’s a lot about optimizing so you don’t overproduce. Luckily, H&M was attuned to using AI relatively early; it was around 2018 when the company started using the tech to optimize product flows. It requires a creative and planning processes.

IT 114

IT Cost-Benefit Manufacturing Optimization 114

CIO Business Intelligence

OCTOBER 11, 2023

As a result, utilities can improve uptime for their customers while optimizing operations to keep costs low. In addition, companies use AI for proactive grid management and predictive maintenance that helps prevent outages.

Unstructured Data 137

Unstructured Data Uncertainty Risk Data Processing 137

CDW Research Hub

JUNE 5, 2019

According to Ponemon Institute’s 2018 Cost of Data Breach Study , $148 is the average cost per lost or stolen record per individual, depending on the country. According to Data Under Attack: 2018 Global Data Risk Report From the Varonis Data Lab , 65 percent of companies have over 500 users who are never prompted to change their passwords.

Statistics 72

Statistics Risk Management Finance Risk 72

CIO Business Intelligence

JULY 29, 2024

For example, optimizing water usage in agriculture is a key metric. CIO Jeff Wysocki has high expectations for this wholesale transformation to the cloud and top SaaS platforms, which was approved by the company board two years ago, just before the CIO joined the company. In a recent LinkedIn post, Wysocki elaborated more on the project.

Digital Transformation 118

Digital Transformation IT Data Lake Sales 118

CIO Business Intelligence

OCTOBER 21, 2022

Removing the physical speaker box on site was a simple concept but a key part of a bigger digital transformation Chipotle kicked off in 2018 that led to an explosion in business, in large part because the digital ordering system required less human labor during the pandemic. Chipotle’s digital business in 2022 was $3.5

Digital Transformation 145

Digital Transformation Data Lake Forecasting Technology 145

Cloudera

DECEMBER 15, 2020

Those were documented in early 2018 in this blog from a mixed Intel and Baidu team. Catalyst now stops at each stage boundary to try and apply additional optimizations given the information available on the intermediate data. Dynamically Optimize Skewed Joins. One of most awaited features of Spark 3.0 When both . Conclusion.

Broadcasting 99

Broadcasting Optimization Statistics IT 99

datapine

AUGUST 14, 2019

As a matter of fact, Python was declared as the most popular language in 2018 , and it will surely grow in the future as well. It has numerous features such as creating and viewing databases, executing and optimizing SQL queries, viewing server status, performing backup and recovery, and much more.

Data Science 214

Data Science Statistics Business Intelligence Visualization 214

Domino Data Lab

MARCH 16, 2021

2018) Simple meaningless data processing steps, may cause saliency methods to result in significant changes (Kindermans et al., Lately, however, there is very exciting research emerging around building concepts from first principles with the goal of optimizing the higher layers to be human-readable. Image source: [link].

Modeling 122

Modeling Deep Learning Testing Optimization 122

Smart Data Collective

OCTOBER 8, 2021

This is according to Barclay Hedge founder and President Sol Waksman in his July 2018 statement. And subsequently, run using different parameters during the optimization phase to identify the most suitable combination. Perform quantitative analysis. Machine learning has done a lot to help them improve financial trading. Final thoughts.

Machine Learning 132

Machine Learning Testing Strategy Modeling 132

Smart Data Collective

JUNE 7, 2019

One of the most fascinating things about big data is its ability to optimize the design of products that have pre-dated digital technology by centuries. In May 2018, Fujitsu engineers published a paper on their utilization of artificial intelligence in magnetic material design. One of the most interesting examples is with magnets.

Big Data 100

Big Data Cost-Benefit Predictive Analytics Data-driven 100

Smart Data Collective

FEBRUARY 16, 2023

Machine learning technology is invaluable for helping you optimize your strategy for your audience in a given area. We talked about some of the AI-driven content generation tools that were available in 2018. Even more robust machine learning tools like Rytr have emerged since.

Machine Learning 140

Machine Learning ROI Marketing Advertising 140