Domino Data Lab

JULY 1, 2021

from keras import optimizers from keras.models import Model from keras.models import Input from keras_contrib.layers import CRF from keras_contrib import losses from keras_contrib import metrics. The optimiser is set to Adam (Kingma and Ba, 2015) with a learning rate of 0.001. import pickle import operator. nunique())).

Modeling 111

Modeling Statistics Testing Metrics 111

AWS Big Data

JULY 28, 2023

Athena also updated its data connectors with optimizations that improve performance and reduce cost when querying federated data sources. This query is fairly complex: it involves multiple joins and requires special knowledge of the correct way to calculate profit metrics that other end-users may not possess. Pathik Shah is a Sr.

Big Data 76

Big Data Data Architecture Data Lake Interactive 76

AWS Big Data

JULY 26, 2023

The vector engine supports the popular distance metrics such as Euclidean, cosine similarity, and dot product, and can accommodate 16,000 dimensions, making it well-suited to support a wide range of foundational and other AI/ML models. To create the vector index, you must define the vector field name, dimensions, and the distance metric.

Metadata 52

Metadata Cost-Benefit Testing Metrics 52

IBM Big Data Hub

AUGUST 11, 2023

The term was originally coined in 2015 in a published research paper called, “Hidden Technical Debts in the Machine Learning System,” which highlighted common problems that arose when using machine learning for business applications. The goal is to better train the model for better performance and a more accurate outcome.

Data Science 56

Data Science Machine Learning Cost-Benefit Deep Learning 56

Occam's Razor

MARCH 25, 2014

In a world of infinite choice, the ability to pick critical few metrics to focus on is, well…, critical. In this post I want to share that one-page list of the best metrics for digital content, marketing and business success with you. The Optimal Digital Investment Strategy ]. Bonus reading: Rent or Own?

Metrics 155

Metrics Marketing Strategy Key Performance Indicator 155

Domino Data Lab

SEPTEMBER 9, 2019

For example, with those open source licenses we can download their text, parse, then compare similarity metrics among them: In [12]: pairs = [?. ["mit", "asl"],?. ["asl", "bsd"],?. ["bsd", "mit"] ?]? ?for Since 2015, spaCy has consistently focused on being an open source project (i.e.,

Deep Learning 110

Deep Learning Machine Learning Visualization Data Science 110

Insight

JUNE 10, 2019

Photo by Wayne Chan on Unsplash The race to the future I don’t know about you, but I distinctly remember a promise from 1989 that flying cars would be commonplace by 2015. It can be quantitatively defined as: We can then combine these useful metrics with a confusion matrix to provide a powerful summary of the performance of the model.

Breakeven 69

Breakeven Modeling Testing Marketing 69

The Unofficial Google Data Science Blog

OCTOBER 7, 2015

Nevertheless, A/B testing has challenges and blind spots, such as: the difficulty of identifying suitable metrics that give "works well" a measurable meaning. This is essentially the same as finding a truly useful objective to optimize. accounting for effects "orthogonal" to the randomization used in experimentation.

Modeling 61

Modeling Experimentation Knowledge Discovery Testing 61

Occam's Razor

JANUARY 31, 2017

There is only one simple message above, and just two metrics that matter. It also forces a lot less think than might be optimal. Everything seems sub-optimal. Yes, text can be optimized. It can be any of the numerous brand metrics avilable to us. It should have just focused on those two. Interesting trend.

Visualization 148

Visualization IT Strategy Key Performance Indicator 148

Occam's Razor

SEPTEMBER 15, 2014

Company UX leaders are happy to stink less by taking the sub-optimal path of responsive design, rather than create a mobile-unique experience (your customers tend to do different things on your desktop site than your mobile site!). Mobile content consumption, behavior along key metrics (time, bounces etc.) Many reasons.

Metrics 141

Metrics Reporting Analytics Marketing 141

The Unofficial Google Data Science Blog

JUNE 30, 2016

It should be noted that inverse probability weighting is not generally optimal (i.e., We do this by describing the methods in terms of loss functions whose expectation is optimized at the true value of the propensity score. the curse of dimensionality).

Statistics 44

Statistics Optimization Modeling Experimentation 44

IBM Big Data Hub

FEBRUARY 2, 2024

Businesses may optimize logistics by revaluating supply chain practices ; for example, by making transportation and shipping more efficient or using only suppliers that embrace sustainable practices. AI-powered systems are helping farmers optimize irrigation and reduce water consumption.

Optimization 93

Optimization Cost-Benefit Strategy Technology 93

Occam's Razor

JANUARY 9, 2012

If you are doing lame stuff, why try harder in an analytics context by asking for Economic Value or Visitor Loyalty or Conversation Rate or a thousand other super powerful and insightful metrics ? All while constantly optimizing your portfolio via controlled experiments. We are talking about taking controlled risks and optimization.

Marketing 140

Marketing B2B Measurement Risk 140

IBM Big Data Hub

NOVEMBER 13, 2023

In 2015, Google donated Kubernetes as a seed technology to the Cloud Native Computing Foundation (CNCF) (link resides outside ibm.com), the open-source, vendor-neutral hub of cloud-native computing. At IBM we are helping clients modernize their applications and optimize their IT infrastructure with Kubernetes and other cloud-native solutions.

Machine Learning 115

Machine Learning Data-driven Software Testing 115

Alation

FEBRUARY 20, 2020

Combine machine learning, crowdsourcing, and stewardship by experts to optimize both quantity and quality of information. . If I see a metric in a report, I want to be able to look it up, even if it shouldn’t have been used in the first place. Optimizing for Quality and Quantity. Inventory vs. Catalog. Context is King.

Metrics 52

Metrics Consulting Machine Learning Statistics 52

Occam's Razor

DECEMBER 3, 2012

We like to believe that all there is to digital marketing is to do some search engine optimization, send out an email blast every once in a while, get our agency to create a flash-heavy "brand experience" website, or slap together a mobile app in the corporate-approved shade of eggshell white. So what do you have?

Marketing 147

Marketing Advertising Strategy Optimization 147

Occam's Razor

JULY 22, 2013

Most of the frameworks we have also don't optimally capture the complexity of digital marketing and measurement. My solution to these problems was to create a simple framework we can use to put our customers first, evaluate our marketing programs, and right-align our view of success (metrics). Then there is Agile for engineering.

Measurement 163

Measurement Marketing Key Performance Indicator Metrics 163

Sisense

FEBRUARY 24, 2021

But that number rose sharply afterwards, with the team noting there were over 1,000 people in this role by 2015. The right analytics tool will empower the chief data officer to play defense by improving metrics that affect the bottom line and go on offense by generating revenue by monetizing analytics.

Data Warehouse 69

Data Warehouse Big Data Metrics Visualization 69

Andrew White

JANUARY 9, 2022

This is the same for scope, outcomes/metrics, practices, organization/roles, and technology. 2015) and What is Wrong with Interoperability (in healthcare)? See Align D&A With Value Streams to Optimize Decision Making and Business Value Creation and Toolkit: Use Value Stream Mapping to Optimize Your Product Information Supply Chain.

Analytics 64

Analytics Measurement Modeling Data-driven 64

CIO Business Intelligence

AUGUST 12, 2022

in 2013, Alfa Aesar in 2015, Affymetrix and FEI Co. For its order-entry automation module, Northstar leans on AI and RPA to optimize data recognition and verification, and to reduce errors and accelerate order cycle times. Since 2006, it has grown with additional mergers and acquisitions, including Life Technologies Corp.

IT 106

IT Data Lake Sales Interactive 106

Domino Data Lab

FEBRUARY 4, 2019

After about 2015, the firm followed the herd by introducing yet more sophisticated machine learning techniques; however, since the data science team was already swamped with reporting requirements, they introduced a new team of machine learning engineers. Friction ensued. Add a few quarters for staffing teams and getting them in place.

Data Science 66

Data Science Experimentation Data-driven Machine Learning 66

Sisense

MARCH 18, 2019

My involvement with Sisense started in mid-2015. Since our target audience covers an entire spectrum of users from the C-Level down to the operational level, our prebuilt dashboards are designed to show high-level metrics when users land on the page and include paths to drill into detail-level data. I got in right at the buying cycle.

Analytics 71

Analytics Dashboards Metrics Visualization 71

datapine

SEPTEMBER 4, 2023

For example, the average price of a Big Mac in the Euro area in July 2015 was $4.05 Simple, striking, effective, and informational, this is certainly among the prime data visual examples in existence, and its message is as engaging as it is informational, offering key insights into optimizing our daily routines for enhanced success.

Interactive 264

Interactive Visualization Cost-Benefit Dashboards 264

Cloudera

JUNE 16, 2022

Use cases like fraud detection, network threat analysis, manufacturing intelligence, commerce optimization, real-time offers, instantaneous loan approvals, and more are now possible by moving the data processing components up the stream to address these real-time needs. . Convergence of batch and streaming made easy.

Data Lake 85

Data Lake Manufacturing Metadata Dashboards 85

Occam's Razor

FEBRUARY 9, 2015

. + Traffic Trends Key Metrics Analysis. Onsite Behavior Key Metrics Analysis. I tend to use Hitwise a lot less, or not at all, because it is a very hard to use, it is slow, the UX/UI, metrics and reports have not really evolved over the years. Traffic Trends Key Metrics Analysis. It is 2015.

Metrics 155

Metrics Reporting IT Advertising 155

Occam's Razor

JULY 13, 2017

Oh, or your main traffic sources and the visitor acquisition metrics? You have many examples in this post as to how you can avoid making yourself look like sub-optimal Reporting Squirrel. The plots are from the American Time Use Survey , a multi-year study from 2003 to 2015 conducted by the US Bureau of Labor Statistics.

Visualization 124

Visualization Strategy Interactive Statistics 124