Domino Data Lab

JUNE 23, 2019

Skomoroch proposes that managing ML projects are challenging for organizations because shipping ML projects requires an experimental culture that fundamentally changes how many companies approach building and shipping software. Another pattern that I’ve seen in good PMs is that they’re very metric-driven.

Management 110

Management Machine Learning Experimentation Metrics 110

datapine

FEBRUARY 4, 2020

While your keyboard is burning and your fingers try to keep up with your brain and comprehend all the data you’re writing about, using an interactive online data visualization tool to set specific time parameters or goals you’ve been tracking can bring a lot of saved time and, consequently, a lot of saved money. Structure your metrics.

Reporting 280

Reporting Marketing Advertising Metrics 280

The Unofficial Google Data Science Blog

DECEMBER 14, 2021

or "does this product change benefit users?" Interventional uncertainty : the gap between the true benefit of an intervention arising from a decision, and an evaluation of that benefit. It was now a business decision to decide whether to pursue this radical strategy given the projected hit to metrics.

Uncertainty 56

Uncertainty Statistics Measurement Cost-Benefit 56

Domino Data Lab

AUGUST 22, 2019

[Note: In more technical machine learning terms, the cost function of the skip-gram architecture is to maximize the log probability of any possible context word from a corpus given the current target word.] A major benefit of fastText. Interactive bokeh plot of two-dimensional word-vector data. this chapter. Example 11.11

Deep Learning 111

Deep Learning Modeling Metrics Testing 111

Domino Data Lab

AUGUST 26, 2019

To support the iterative and experimental nature of industry work, Domino reached out to Addison-Wesley Professional (AWP) for appropriate permissions to excerpt the “Tuning Hyperparameters and Pipelines” from the book, Machine Learning with Python for Everyone by Mark E. algorithm leaf_size metric metric_params n_jobs n_neighbors p weights.

Testing 79

Testing Modeling Machine Learning Metrics 79

Occam's Razor

SEPTEMBER 15, 2014

They will need two different implementations, it is quite likely that you will end up with two sets of metrics (more people focused for mobile apps, more visit focused for sites). Media-Mix Modeling/Experimentation. Mobile content consumption, behavior along key metrics (time, bounces etc.) Implement Cross-Device Tracking.

Metrics 141

Metrics Reporting Analytics Marketing 141

The Unofficial Google Data Science Blog

OCTOBER 21, 2015

It is important to make clear distinctions among each of these, and to advance the state of knowledge through concerted observation, modeling and experimentation. These quasi-explanations usually involve large, real effects and interactions so complex that arguments based on them are often non-falsifiable.

Slice and Dice 45

Slice and Dice Experimentation Data-driven Data Science 45

Occam's Razor

AUGUST 12, 2013

Last Interaction/Last Click Attribution model. First Interaction/First Click Attribution Model. And you are telling me that the Cost Per Acquisition for my display campaigns is not $201 but rather a lowly $155? Last Interaction/Last Click Attribution model. First Interaction/First Click Attribution Model.

Modeling 161

Modeling Optimization Marketing Interactive 161

Occam's Razor

AUGUST 13, 2012

That means: All of these metrics are off. The nice thing is that my custom attribution model will give me a unique view of the conversion path on MY site (a new column to look at under "% Change from Last Interaction"). This is exactly why the Page Value metric (in the past called $index value) was created.

Modeling 124

Modeling Metrics Data Quality Data-driven 124

Occam's Razor

AUGUST 23, 2010

Why comes from lab usability studies , website surveys , "follow me home" exercises, experimentation & testing , and other such delightful endeavors. In as much, heuristic evaluations follow a set of well established rules (best practices) in web design and how website visitors experience websites and interact with them.

Analytics 116

Analytics Cost-Benefit Testing Optimization 116

datapine

JANUARY 31, 2022

Because things are changing and becoming more competitive in every sector of business, the benefits of business intelligence and proper use of data analytics are key to outperforming the competition. It will ultimately help them spot new business opportunities, cut costs, or identify inefficient processes that need reengineering.

Business Intelligence 214

Business Intelligence Analytics Cost-Benefit ROI 214

Occam's Razor

NOVEMBER 2, 2015

The benefits are numerous. Success Metrics. In my Oct 2011 post, Best Social Media Metrics , I'd created four metrics to quantify this value. Economic Value (EcV) is the value of short and long-term revenue and cost savings. "So what if no one interacted with your Twitter feed, at least they saw it!"

B2B 167

B2B Metrics Testing Recreation/Entertainment 167

IBM Big Data Hub

SEPTEMBER 25, 2023

Presto is an open source distributed SQL query engine for data analytics and the data lakehouse, designed for running interactive analytic queries against datasets of all sizes, from gigabytes to petabytes. The cost and constraints of traditional analytics soon reached their limit, forcing Uber to look elsewhere for a solution.

OLAP 94

OLAP Data Lake Data-driven Snapshot 94

O'Reilly on Data

MAY 11, 2020

Many of the models you interact with are mediated through screens, and there’s no shortage of news about how many of us spend our lives glued to them. It predates recommendation engines, social media, engagement metrics, and the recent explosion of AI, but not by much. Let’s start by looking at how models impact us.

Modeling 190

Modeling Advertising Recreation/Entertainment Metrics 190