Venkatesh Gandi's repositories
100-pandas-puzzles
100 data puzzles for pandas, ranging from short and simple to super tricky (60% complete)
30-seconds-of-python
A curated collection of useful Python snippets that you can understand in 30 seconds or less.
Acess-Data-on-fly
Loading Data from git hub repo using pandas
awesome-nlp
:book: A curated list of resources dedicated to Natural Language Processing (NLP)
Bootstrapping
Testing the power of bootstrapping method in estimating the population parameters
Column_normalization_OR_Row_normalization
Why only column normalization is done most often?
dataviz
A book covering the fundamentals of data visualization.
Different_Versions_of_Mean_Encoding
Mean target encoding in one of the effective encoding method. This content is intended to exploring how to implement various versions of mean target encoding in python. This is more like practical approach.
Identifying-collinear-features-in-our-input-data
Detection of multicollinearity
Jackknifing
Estimating the precision of sample statistics ( estimate the standard error (variance) of a statistic)
lstm
Minimal, clean example of lstm neural network training in python, for learning purposes.
machine-learning-with-python-cookbook-notes
My jupyter notebooks/code samples from Chris Albon's Machine Learning with Python Cookbook
matplotlib-tutorial
Matplotlib tutorial for beginner
Normality-Tests
Methods to check the data sample is Gaussian distributed or not in python
numpy-100
100 numpy exercises (100% complete)
python-is-cool
Cool Python features for machine learning that I used to be too afraid to use
python-visualization-landscape
Adaptation of Jake VanderPlas graphic about python visualization landscape
quick-portfolio
Use this template if you need a quick developer / data science portfolio! Based on a Minimal Jekyll theme for GitHub Pages.
scikit-learn
scikit-learn: machine learning in Python
Simulation
Designing a statistical model in python and simulating outcomes of an experiment.
Standard-SVM-VS-Weighted-SVM
Investigating on how SVM works in both Standard and Weighted versions.
Statistician_VS_Machine_Learning_Engineer
Perspectives of Statistician and Machine Learning Engineer towards solving a problem
tabula-py
Simple wrapper of tabula-java: extract table from PDF into pandas DataFrame