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120-data-science-interview-questions

Answers to 120 commonly asked data science interview questions.

abc

ABC (AmBient noise and Coda) is to compute cross correlation time functions from ambient noise or coda.

aftan

Automatic Frequency Time Analysis

airline-passenger-satisfaction

Determining the important factors that influences the customer or passenger satisfaction of an airlines using CRISP-DM methodology in Python and RapidMiner.

bayesianoptimization

A Python implementation of global optimization with gaussian processes.

convdenoise

A convolutional denoising autoencoder to denoise correlation functions (Viens and Van Houtte, 2019, GJI)

data-science-toolbox-bootcamp

A 4 week program to get started with Data Science. Useful for beginners who want to get started by themselves.

deep-learning-for-hackers

Machine Learning tutorials with TensorFlow 2 and Keras in Python (Jupyter notebooks included) - (LSTMs, Hyperameter tuning, Data preprocessing, Bias-variance tradeoff, Anomaly Detection, Autoencoders, Time Series Forecasting, Object Detection, Sentiment Analysis, Intent Recognition with BERT)

deeptemporalclustering

Keras implementation of the Deep Temporal Clustering (DTC) model

doublebeamforming

code for traditional method and fast method for double beamforming of ambient seismic noise, with example workflow on US Array data

dpsom

Code associated with arXiv manuscript 'DPSOM: Deep Probabilistic Clustering with Self-Organizing Maps'

ds-study-group

Fundamentals of data science.

ds-take-home

My solution to the book A Collection of Data Science Take-Home Challenges

earthquakeclassification

earthquakeprediction

eqcorrscan

Earthquake detection and analysis in Python.

fast

End-to-end earthquake detection pipeline via efficient time series similarity search

fastaudio

🔊 Audio and fastai v2

fastpcc

Compute interstation correlations of seismic ambient noise, including fast implementations of the standard, 1-bit and phase cross-correlations.

fastpso

Fast parallel Particle Swarm Optimization package for Python

fatiando

Python toolkit for modeling and inversion in geophysics. DEPRECATED in favor of our newer libraries (see www.fatiando.org)

featuretools

An open source python library for automated feature engineering

flint

A Time Series Library for Apache Spark

fmtomo

fomosto-qseis2d

funclab

gpu_tf_pws

gspecdisp

A Matlab package for phase-velocity dispersion measurement from ambient-noise correlations

hello-world

just another repositiory

htov-toolbox

A toolbox that allows the simple calculation of H/V ratios.