Ahmad Qadri's repositories
regression
regression analysis
rfr-housing
random forest regression (with sklearn pipeline and hyperparameter tuning) on house price dataset.
delta-assessment
Delta Assessment
kappa
Analysis of SP500 and DJIX data
normal-distribution
This program demonstrates the Normal Distribution.
arq-stats
A better implementation of Applied Statistics functions in Python
search-algorithms
A comparison of binary search with linear search using python lists
visualization
A visualization class that makes it easy to create beautiful plots
bfs
Breadth First Search algorithm
autoencoder
An autoencoder based on a fully connected layer
nn-gradient-descent
Demonstrating gradient descent algorithm in a neural network
config-reader
A demo for reading and writing parameter values that are stored in a configuration file.
central-limit-theorem
A simulation to demonstrate the Central Limit Theorem
pi-approximation-visual
Visualizing Pi approximation using Monte Carlo Simulation
pi-approximation
Simple Monte Carlo simulation to approximate the value of Pi
rfc-heart
random forest classification (with hyperparameter tuning) on heart disease dataset.
clt
Demonstrating the Central Limit Theorem
gaussian-mixture-models
Gaussian Mixture model to fit data clusters using Expectation Maximization
gaussian-mixture-models-md
Gaussian Mixture model to fit multidimensional data clusters using Expectation Maximization
sql_joins
joining three tables and using group by and having clauses to extracting total quantity of products ordered that are greater than 50
nn-housing
Sequential multiclass neural network classifier with dropout hidden layer, softmax output layer and tensorboard for the housing dataset
nn-sequential
Sequential neural network using keras for heart disease dataset.
automate-excel
Automating commonly used and rare more complex tasks in Excel
levenshtein-distance
Implementation of Levenshtein Distance from scratch that provides a numeric difference between two strings.
movie-reviews
A Random Forest model that implements supervised sentiment analysis on movie reviews.
backpropagation
Fitting a 4th order polynomial to data using backpropagation (PyTorch)