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python conda

this article is to describe how to use conda in docker activate conda FROM continuumio/miniconda3 WORKDIR /app # Create the environment: COPY environment.yml . RUN conda env ...

Posted by neverset on September 20, 2020

data version control

dvc is command-line tool similar with git to help researcher govern their data environment python -m pip install dvc workflow #initialize to genetate .dvc folder dvc init #deactivate analysis ...

Posted by neverset on September 20, 2020

python CI&CD

automate machine learning project with docker, makefile and Devops tools docker development Debuggable Docker Containers for Development # dev.Dockerfile FROM python:3.8.1-buster AS build...

Posted by neverset on September 20, 2020

RCNN

RCNN stands for Region-based Convolutional Neural Network type of RCNN Fast RCNN In R-CNN, feature extraction takes place for each region proposal whereas, in Fast R-CNN, feature extraction takes ...

Posted by neverset on September 13, 2020

knowledge graph

knowledge graph is a manner to store data in a structured way. implementation import spacy from spacy.lang.en import English import networkx as nx import matplotlib.pyplot as plt def getSentence...

Posted by neverset on September 13, 2020

python wheel

a wheel name can be broken down like this: {dist}-{version}(-{build})?-{python}-{abi}-{platform}.whl wheel installation is much faster than source code installation(python -m pip install -e .) yo...

Posted by neverset on September 7, 2020

python GUI

DearPyGui DearPyGui is supported in python3.8+ example from dearpygui.dearpygui import * add_text("Hello world") add_button("Save", callback="save_callback") add_input_text("string") add_slider_fl...

Posted by neverset on September 7, 2020

python Test

Property-based automated testing with Hypothesis Strategies A strategy defines the data that Hypothesis generates for testing #data_strategies.py from dataclasses import dataclass import hypothes...

Posted by neverset on September 6, 2020

python jupyter

remote management console start jupyter notebook on remote host, and port forwards it to local host. then you can start console, read/write file and update data #on remote host jupyter notebook #o...

Posted by neverset on September 6, 2020

cuda

CUDA Python with Numba Numba is a just-in-time, type-specializing, function compiler for accelerating numerically-focused Python for either a CPU or GPU CPU CUDA compile always check the speed-up p...

Posted by neverset on September 6, 2020