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ab-testing

amex_analyze_this_2018

Solution to American Express Analyze This competition - 2018

amexanalyzethis2019

A problem statement given by American Express in their flagship event - Analyze This 2019 conducted across major IITs and Analytics campuses in India (A participation of over 1000+ students). The problem statement consisted of a dataset of their clients with 20 Explanatory variables and one Response Variable. We had to assign a credit line (Low/Medium/High) for any given new customer based on his/her financial records kept with the bank. Our solution, which got a leaderboard rank under 50, consisted of heavy feature engineering and ensembling model to capture the pattern in data.

analyze-a-b-test-results

Udacity Data Analyst Degree - Project IV

atom_chatbot

boston_housing

This is a project which uses simple metrics and model evaluation via Grid Search to build a Decision Tree Regressor to predict the price of a house in Boston.

competitive-coding

customer_segments

Creating Customer segments using Unsupervised Learning techniques like PCA and GMM Clustering.

data-analysis-python

data_visualization

A complete Data Visualization tutorial using Seaborn and Matplotlib

deeplearning.ai-summary

This repository contains my personal notes and summaries on DeepLearning.ai specialization courses. I've enjoyed every little bit of the course hope you enjoy my notes too.

email-classifier-nb

An E-mail classifier based on Naive-Bayes algorithm

face_recognition

Face recognition system created over the face_recognition library of @ageitgey

fake-album-cover-game

This simple game project was done under the Assignment of IBM's Data Science course - Python for Data Science on Coursera

finding_donors

From a data set of 45222 records, a predictive model to predict people having a salary of more than $50K was implemented.

flight_delay

ML model to predict delay in flight arrival based on current weather, airline company, source, and destination. Model trained on historical data for 6 major airlines and 5 major airline routes scraped using BeautifulSoup and Flight Services APIs.

flight_prediction

Building a flight prediction Machine Learning model for a hackathon on MachineHack

iitg_grade_pred

A flagship project by Consulting & Analytics Club of IIT Guwahati to understand the relation between the grades of a first year student at IIT Guwahati with their previous background and their activities at the campus.

iitg_messrating

image-utils

This contains various image utils that deals with importing images from directory to memory or augmenting images

introduction_to_ml_with_python

Notebooks and code for the book "Introduction to Machine Learning with Python"

kriti

machine-learning

Content for Udacity's Machine Learning curriculum

ml_coursera_python

Exercises of Machine Learning Course by Andrew Ng (Coursera) attempted in Python.

models-from-scratch

Implementing different Machine Learning/ Deep Learning models from scratch.

movie-rating-kmeans

KMeans clustering algorithm performed on a Movie Review dataset along with heavy data transformations.

nlp-exercises

nsfg-project

This is a project done in accordance with the book "Think Stats 2e" by Allen Downey.

predict_cars

MachineHack Hackathon conducted by Imarticus Learning to predict price of used cars.

pycon-2017-eda-tutorial

Resources for the PyCon 2017 tutorial, "Exploratory data analysis in python"