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Alok Kumar's Projects

apostrophycorrector icon apostrophycorrector

This repository exhibits the power and the importance of domain knowledge(in this case, it's English grammar) in building good features and a good model. However, if you want to solve this problem today, my recommendation would be train a Bi-directional LSTM model - Primarily, because of the availability of ready made, free and massive amount of training data set for this problem(Pick up the content from any standard book, novel, news paper :-) ).

fbflatposttypeclassification icon fbflatposttypeclassification

Binary Classifier on Facebook Posts using Python NLTK: A simple Naive Bayes Classifier which obtains a given Flat/Apartment related Posts on Social Media websites (Facebook here) and classifies it whether it's made by Seller/Landlord/PG Owner or Buyer/Tenant/PG Seeker.

genericobjectdecoding icon genericobjectdecoding

Demo code for Horikawa and Kamitani, "Generic decoding of seen and imagined objects using hierarchical visual features", https://www.nature.com/articles/ncomms15037.

hiddenmarkovmodels icon hiddenmarkovmodels

Simple implementation of Hidden Markov Model for discrete outcomes/observations in Python. It contains implementation of 1. Forward algorithm 2. Viterbi Algorithm and 3. Forward/Backward i.e. Baum-Welch Algorithm.

hypertools icon hypertools

A python toolbox for gaining geometric insights into high-dimensional data

karza-recruitment-ml icon karza-recruitment-ml

At Karza Technologies, we are creating one of the most comprehensive and AI based digital due-diligence platform that helps financial institutes realise the possibilities of AI at each stage of decisioning viz on-boarding & KYC, due diligence, monitoring, skip tracing and recoveries. On top of thousands of publicly available data points, we are applying state-of-the-art algorithms/techniques in Fraud analytics, Semi-supervised Graph Algorithms, Computer Vision and NLP etc. to help financial institutes combat unconventional problems as diverse as capturing irregularities in Indian names & addresses, automate document worflows on virtually any kind of document and automated filtering of applications basis Risk Score. This Repository contains details pertaining to the Open-Paper Recruitment at Karza for the position of a Data Scientist.

linearalgebra icon linearalgebra

Visual Guide for Apparently Simple Linear Algebra Concepts using NUMPY

psychopy icon psychopy

For running psychology and neuroscience experiments

pymvpa icon pymvpa

MultiVariate Pattern Analysis in Python

rapidautomatickpextractionrake icon rapidautomatickpextractionrake

This repository contains my experiments with RAKE and its variants. RAKE is one of the most popular unsupervised approach for automatically extracting key-phrases/keywords from an unstructured data source like reviews, news, articles, documents etc.

spice---sequence-prediction-challenge icon spice---sequence-prediction-challenge

This repository holds an implementation of Discrete Hidden Markov Model which is trained and tuned to work for the sequence prediction challenge (SPiCe). Parameter tuning of this simple HMM implementation got me top 10 in the global ranking of the Sequence Prediction Challenge(SPiCe).

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