A Gentle Introduction to Transfer Learning

A Gentle Introduction to Transfer Learning

Transfer learning with Simpsons dataset

References

References

Here you can test various optimizers by simply changing optim.( optimizer ). It's also nice to see each optimizer has it's own nature and hence kind of seem to need a unique lr. That's actually shows the power of and ...

確率ロボティクス2017第13回

確率ロボティクス2017第13回

2017年12月6日@千葉工業大学

Fully Convolutional Neural Networks

Fully Convolutional Neural Networks

The regular ResNet head after the base model is as follows:

Using matplotlib to Visualize Stackdriver Monitoring Metrics for Cloud Bigtable

Using matplotlib to Visualize Stackdriver Monitoring Metrics for Cloud Bigtable

matplotlib and pandas can be used with Stackdriver Monitoring with Jupyter notebooks, or with Google Cloud Datalab . Follow this link for a more in-depth tutorial of the Stackdriver Monitoring pandas integration with Cloud Datalab. .

100 rows × 6 columns

100 rows × 6 columns

This website does not host notebooks, it only renders notebooks available on other websites.

This website does not host notebooks, it only renders notebooks available on other websites.

This website does not host notebooks, it only renders notebooks available on other websites.

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Modular version of rat tumors code

Modular version of rat tumors code

Grab packages

Discovering Computable Math on the Web

Discovering Computable Math on the Web

There's a lot of crazy Latex out there, and a lot of math that latex2sympy can't parse yet, so here's a helper function to winnow that down some.

Vectorized String Operations

Vectorized String Operations

The text is released under the CC-BY-NC-ND license , and code is released under the MIT license . If you find this content useful, please consider supporting the work by buying the book !

Train on MNIST

Train on MNIST

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John Conway's Game of Life

John Conway's Game of Life

The world of the Game of Life is an infinite two-dimensional orthogonal grid of cells , each of which is in one of two possible states, live or empty . Each cell has eight neighbors , the cells that are ...

Univariate Linear Regression

Univariate Linear Regression

$ J(\theta_0, \theta_1) = \frac{1}{2m} \sum_{i=1}^{m} (h_\theta(x^{(i)}) - y^{(i)})^2 $

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This website does not host notebooks, it only renders notebooks available on other websites.

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Домашняя работа №3

Домашняя работа №3

Используйте данный Ipython Notebook при оформлении домашнего задания.

The decorators they won't tell you about

The decorators they won't tell you about

If you fit in the latter category, you'll almost necessarily have had spouted reassuringly at you: "Decorators are simple, they're just functions that take functions and return other functions!" You'll have seen a blog post that taught you how to ...

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This website does not host notebooks, it only renders notebooks available on other websites.

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Global Shark Attacks EDA

Global Shark Attacks EDA

Funfact: This plot inspired the makers of pacman to create a popular game.

Advent of Code 2017

Advent of Code 2017

Many days contain code duplication between part 1 and part 2. In general I didn't re-write part 1 once I saw part 2.

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This website does not host notebooks, it only renders notebooks available on other websites.

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Day 1

Day 1

Recomendación de Información basada en Análisis de Redes Sociales y Procesamiento de Lenguaje Natural

Recomendación de Información basada en Análisis de Redes Sociales y Procesamiento de Lenguaje Natural

Herramientas

Jupyter Notebook Viewer - Linkis.com

Jupyter Notebook Viewer - Linkis.com

Using cloudknot to perform matrix-vector multiplication of random matrices

Using cloudknot to perform matrix-vector multiplication of random matrices

First, we write the python script that we want to run on AWS batch. Note that we import the necessary python packages within the function random_mv_prod .

Pytest and the Meta Fixture

Pytest and the Meta Fixture

Let me explain my use-case: I have several fixtures that all return similar yet different objects. There are some tests that should be run only on a specific fixture's output, and others that should be run on the outputs of ...

Regression with Outliers

Regression with Outliers

One of the drawbacks of exact GP regression is that by assuming Normal noise the GP is not robust to outliers . In this setting, it is more appropriate to assume that the distribution of the noise is heavy tailed. ...

確率ロボティクス2017第12回

確率ロボティクス2017第12回

2017年12月6日@千葉工業大学

Create Function to Transform Raw NHL PBP Data

Create Function to Transform Raw NHL PBP Data

For each category variable, create dummies For shot distance and angle 3rd degree polynomial

Jupyter meets MathBox2

Jupyter meets MathBox2

This code snippet shows an 3d surface plot of a function, defined in JS callback.

70's A-Z

70's A-Z

So, of course, I'm going to try it again.