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Estimators

TensorFlow Guide

Advantages Similar to a tf.keras.Model , an estimator is a model-level abstraction. The tf.estimator provides some capabilities currently still under development for tf.keras . These are: Parameter se...

Premade Estimators

TensorFlow Tutorials

Warning: Estimators are not recommended for new code. Estimators run v1.Session -style code which is more difficult to write correctly, and can behave unexpectedly, especially when combined with TF 2 ...

The Consistent Estimator

Towards Data Science

A consistent estimator is one which produces a better and better estimate of whatever it is that it’s estimating, as the size of the data sample it is working upon goes on increasing.

Multi-worker training with Estimator

TensorFlow Tutorials

Warning: Estimators are not recommended for new code. Estimators run v1.Session -style code which is more difficult to write correctly, and can behave unexpectedly, especially when combined with TF 2 ...

A Guide to Estimator Efficiency

Towards Data Science

The efficiency of a statistical estimator is the ratio of the Cramer-Rao bound on variance to the actual variance in the estimator's predictions.

Build a linear model with Estimators

TensorFlow Tutorials

Warning: Estimators are not recommended for new code. Estimators run v1.Session -style code which is more difficult to write correctly, and can behave unexpectedly, especially when combined with TF 2 ...

Estimate Smarter, not Harder

Better Programming

One of the most difficult (and paradoxically time-consuming aspects) of a software developer’s job is estimation. When developers make estimates about their work it can affect the success of the…

Create an Estimator from a Keras model

TensorFlow Tutorials

Warning: Estimators are not recommended for new code. Estimators run v1.Session -style code which is more difficult to write correctly, and can behave unexpectedly, especially when combined with TF 2 ...

Let’s talk about estimation.

Level Up Coding

I struggled a lot with estimations in my two years as a developer. And I’m not the only one, most of my coworkers struggle with this too. I think it’s because nobody teaches you how to estimate when…

What’s Wrong With Your Estimates

Better Programming

If you often fail your estimates — this is how to estimate the tasks quickly and accurately. Photo by Headway on Unsplash Every more or less significant project has its stakeholders. And the stakehol...

Chapter 8 Estimation

Think Stats

The code for this chapter is in estimation.py . For information about downloading and working with this code, see Section 0.2 . 8.1 The estimation game Let’s play a game. I think of a distribution, an...

6.1. Pipelines and composite estimators

Scikit-learn User Guide

Transformers are usually combined with classifiers, regressors or other estimators to build a composite estimator. The most common tool is a Pipeline. Pipeline is often used in combination with Fea......