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An open API service indexing awesome lists of open source software.

NumPy

NumPy is an open source library for the Python programming language, adding support for large, multidimensional arrays, and matrices, along with a large collection of high-level mathematical functions to operate on these arrays.

https://github.com/kasraskari/python-for-data-science

Foundational concepts and libraries for data science with Python.

data-science jupyter-notebook matplotlib numpy pandas python scipy

Last synced: 04 Apr 2026

https://github.com/pedroteixeiraw/variational_quantum_circuit_binary_classification

This project focuses on developing a Variational Quantum Circuit capable of performing Binary Classification between two classes: red wine and white wine, based on their characteristics using machine learning.

binary-classification cost-function json machine-learning matplotlib numpy pandas qiskit qiskit-machine-learning quantum-machine-learning scikit-learn training-data variational-circuit

Last synced: 04 Apr 2026

https://github.com/mnitin-reddy/a-b-testing-and-regression-analysis-for-ad-performance-optimization

Analyzed the performance of Facebook and AdWords ads using A/B testing and regression analysis to identify trends, correlations, and cost-effectiveness. Key insights included distribution of clicks and conversions, monthly trends, and cost-per-conversion analysis to optimize ROI.

abtesting data-science hypothesis-testing machine-learning matplotlib numpy pandas scikit-learn scipy seaborn statsmodels

Last synced: 04 Apr 2026

https://github.com/yasinefeee/parkspotter_pretest_enviroment

The ParkSpotter project is designed to detect the occupancy status of parking spots in a simulation environment. Using a toy model, a camera system, and a machine learning model, this system identifies whether a parking space is EMPTY or NOT EMPTY in real-time.

ai-systems classifier computer-vision cv2 numpy opencv parking-spot-detection parking-spots python sckit-image sckit-learn simulation-environment svm svm-classifier

Last synced: 18 Apr 2026

https://github.com/sultanazhari/decisive-model-with-high-profit-potential-and-low-risk

OilyGiant mining company finding the best place for 200 new well points, As an Data Scientist we're creating a model who can choose the best 200 point by profit and risk.

accuracy-score chi2-contingency confusion-matrix logistic-regression matplotlib-pyplot numpy pandas python3 random-forest roc-auc-score seaborn train-test-using-sklearn

Last synced: 18 Apr 2026

https://github.com/ricardorobledo/spamemailclassification

Spam email classification using machine learning (Random Forest, SVC, Logistic Regression, etc.) with data balancing techniques (SMOTE, BorderlineSMOTE, ADASYN). Final calibrated Random Forest model achieves ROC-AUC 0.982 and PR-AUC 0.979 on the Spam Email Classification dataset.

imbalanced-data imbalanced-learning numpy pandas python3 sklearn

Last synced: 05 Apr 2026

https://github.com/stffns/snapvec

Fast compressed ANN search via randomized Hadamard transform + Lloyd-Max quantization. Pure NumPy.

ann embeddings hadamard numpy quantization rag vector-search

Last synced: 07 Apr 2026

https://github.com/nksmanya/virtual_canvas

A hand gesture-based drawing app that lets you create art in the air using hand movements

mediapipe numpy opencv opencv-python python

Last synced: 18 Apr 2026

https://github.com/alexkhype/04python-carpricepredictor

Modelo de machine learning para predecir el valor de mercado de autos usados, optimizando precisión y eficiencia.

catboost data-science lightgbm machine-learning numpy pandas python sklearn statistics xgboost

Last synced: 05 Apr 2026

https://github.com/ben854719/nvidia---gen-ai-

The goal of the project is to analyze and predict with the use of AI for the revenue of Nvidia

matplotlib numpy pandas python pytorch

Last synced: 05 Apr 2026

https://github.com/shdrn2402/incomesresearch

The project aims to study the influence of various characteristics on a person’s income. In this project, I practiced data preprocessing and visualization, and also touched on the basics of machine learning.

jupyter-notebook matplotlib numpy pandas python seaborn sklearn visualization

Last synced: 05 Apr 2026

https://github.com/perpendicooler/elementary-research-for-steamboat-willie-s-store-in-poland

An elementary research for a company to opening store in a city using gurobi and pulp optimization.

christofides-algorithm gurobipy numpy pandas pulp python3 scikit-learn travelling-salesman-problem

Last synced: 05 Apr 2026

https://github.com/lorenzorottigni/ml-movies

Machine Learning python bootcamp: Recommender Systems on movies dataset

ipynb machine-learning numpy pandas python recommender-system scikit-learn seaborn

Last synced: 05 Apr 2026

https://github.com/paulo-santos-ds/visao_computacional

O sistema utiliza inteligência artificial para analisar documentos e características físicas dos visitantes, garantindo que apenas maiores de 18 anos possam acessar as áreas de jogos

keras numpy pandas plotly python restnet50 sklearn tensorflow

Last synced: 05 Apr 2026

https://github.com/faraazarsath/guvi-task-4

This repository contains Python scripts for assessing and categorizing student performance data from two CSV files. The tasks include categorizing students based on their CodeKata scores.

data-visualization matplotlib numpy pandas

Last synced: 18 Apr 2026

https://github.com/ahmaruff/kmeans-img-compress

Simple python image compression library using K-Means clustering

color-quantization image-compression image-processing kmeans kmeans-clustering numpy python

Last synced: 18 Apr 2026

https://github.com/matiassenia/galaxypy

La aplicación carga una imagen en escala de grises y utiliza los puntos de menor luminosidad (más oscuros) para dibujar líneas de colores que crean una estructura parecida a una galaxia.

numpy python

Last synced: 18 Apr 2026

https://github.com/noopur-phadkar/botnavigator

BotNavigator utilizes the A* (A-Star) algorithm for pathfinding, leveraging Python along with libraries such as Matplotlib and Numpy for efficient array operations and visualization. This innovative solution optimizes robotic navigation within warehouse environments, enhancing operational efficiency and scalability.

a-star-path-finding matplotlib numpy pathfinding-algorithms python robotics

Last synced: 18 Apr 2026

https://github.com/autokmg/ai-foundations

Practice exercises related to the Foundations of Artificial Intelligence university course. The code examples are designed to help students gain a deeper understanding of these topics and to prepare for exams and assignments. The repository is open to contributions from other students.

numpy python

Last synced: 18 Apr 2026

https://github.com/rhazra-003/modelinglab

Assignment - Solution of Modeling Lab of 7th Semester (Batch of 2023) of NIT Durgapur

jupyter-notebook matplotlib-pyplot numpy pandas python3 shapely

Last synced: 19 Apr 2026

https://github.com/csanri/simplenn

Simple Neural Network for MNIST Classification

machine-learning-algorithms neural-network numpy python

Last synced: 19 Apr 2026

https://github.com/mariacarolinass/programacao-linear

Minimizando problemas matemáticos com Python e AMPL.

ampl numpy programacao-linear ufrn

Last synced: 19 Apr 2026

https://github.com/crazy-dot/zomato-data-analysis

This project analyzes 50k Bengaluru restaurants from Zomato, focusing on 17 features like location and ratings. It cleans, explores, and visualizes data to improve services. Key visualizations include delivery, booking, location, and cost. The goal is to provide insights for better customer experiences.

data-cleaning-and-preprocessing data-manipulation-with-pandas inferential-statistics kaggle-dataset numpy pandas-python python zomato-data-analysis

Last synced: 19 Apr 2026

https://github.com/emerald-geomodelling/downfile

A safe & version independent pickle alternative that integrates setuptool entry points for extensions

feather json numpy pandas python serialization

Last synced: 19 Apr 2026

https://github.com/shreeya-methuku/predictive_analysis

This project leverages machine learning to perform time-series forecasting on key financial metrics, including sales (income), expenses, cash flow, and profit.

arima financial-forecasting numpy pandas sarima xgboost

Last synced: 20 Apr 2026

https://github.com/montanaz0r/suicide-rate-analysis

Testing a significance of the correlation between a suicide rate and a number of psychiatrists and psychologists working in the mental health sector

analysis correlation data data-analysis data-science jupyter-notebook jupyter-notebooks matplotlib numpy pandas psychology python python-3 seaborn statistics suicide-rate

Last synced: 20 Apr 2026

https://github.com/prithvikings/zomato_data_anaysis

This analysis provides insights into customer preferences and restaurant performance on Zomato. The visualizations and findings can help Zomato make informed decisions to improve customer experience and tailor their offerings.

matplotlib numpy pandas python seaborn

Last synced: 20 Apr 2026

https://github.com/jbalooshie/school_district_analysis

Analysis of standardized testing results using NumPy and Pandas, executed in Jupyter Notebook. Summaries of the testing results are provided based on school, test type, and grade level.

data-analysis data-science dataframes jupyter-notebook numpy pandas python

Last synced: 20 Apr 2026

https://github.com/muhammadmoeezkhan/euclidean-distances

Python Program That Calculates Euclidean Distances Via 5 Algorithms

numpy pandas-python scipy timeit

Last synced: 20 Apr 2026

https://github.com/aminnj/numpy.jl

Simple numpy snippets implemented in julia

joke julia maybenot numpy python

Last synced: 20 Apr 2026

https://github.com/gandholisarat/mlp-backprop-pmat403

This repository contains a Jupyter Notebook developed for my course, demonstrating symbolic and numerical computation, visualization, and problem-solving in Python using libraries such as SymPy, NumPy, SciPy, and Matplotlib.

jupyter jypyternotebook matplotlib numpy

Last synced: 20 Apr 2026

https://github.com/abyss-s/data-analysis-project

[컴퓨팅사고와 데이터분석 기초] 최종 프로젝트 (2024-1)

matplotlib numpy pandas python sckiit-learn

Last synced: 20 Apr 2026

https://github.com/idanhoro/4-in-a-row

The board game 4 in a row with PyGame

4inarow game numpy pygame python

Last synced: 20 Apr 2026

https://github.com/danpoynor/pet-shelter-data-analysis-notebook

Demonstration of skills analyzing data from a pet shelter. The CSV data contains tables detailing the incoming and outgoing animals and I use my knowledge of Pandas to gather and present the requested information.

csv data-analysis data-cleaning data-science jupyter-notebook matplotlib numpy pandas pet-shelter tabular-data

Last synced: 21 Apr 2026

https://github.com/star2dust/numpy-notes

A tutorial to learn numpy and matplotlib.

matplotlib numpy tutorial

Last synced: 16 Jun 2026

https://github.com/jbayardo/aa-tp2

Q-Learning for Four in a row

matplotlib numpy python q-learning

Last synced: 24 Apr 2026

https://github.com/dataspieler12345/user_journey_analysis_project

User Journey Analysis in Python Project Create your own functions and tools to analyze user journey strings in Python.

matplotlib numpy pandas

Last synced: 24 Apr 2026

https://github.com/haranrk/linear-regression

Implemented Linear Regression and some of it's variants

machine-learning matplotlib numpy python python3

Last synced: 24 Apr 2026

https://github.com/dpb24/datakind-2025

📊 Data Analytics: Identifying Actionable Insights to Improve Financial Inclusion in Kenya

data-analytics data-visualization databricks datakind exploratory-data-analysis financial-data geopandas jupyter-notebook kenya matplotlib numpy python seaborn

Last synced: 24 Apr 2026

https://github.com/nightmachinery/mlp_from_scratch

A simple MLP using only numpy. The computational graph is not automatically tracked, but the network supports arbitrarily many batch axes.

deep-learning deep-neural-networks deeplearning educational mlp mlp-classifier mlp-networks numpy

Last synced: 25 Apr 2026

https://github.com/mattjudge/numpy_caching

Provides a method to cache the results from functions (typically numpy-based) in persistent storage

cache numpy

Last synced: 25 Apr 2026

https://github.com/toxic-whitelgnd/matrice_cryptography

A simple math Project based on Matrices-Cryptography by using python-numpy

cryptography math-problem matrices numpy python3

Last synced: 25 Apr 2026

https://github.com/prathush-kumar/fake_news_detection

Developed an intelligent system to identify and classify fake news articles using Natural Language Processing (NLP) and Machine Learning techniques.

classification machine-learning natural-language-processing numpy pandas sklearn-library

Last synced: 26 Apr 2026

https://github.com/hinanohart/dostosim

Dostoevskian agent-based simulation: seven literary archetypes as a unified reward decomposition. Anti-optimisation, dignity-as-utility, ideological cascade, gambler-ruin — pre-registered H1-H4 with bootstrap CI / BH-FDR / Cliff's delta.

abm agent-based-modeling behavioral-economics bootstrap-ci computational-social-science dostoevsky literature networkx numpy python reproducible-research

Last synced: 27 Apr 2026

https://github.com/josttim/timelined_array

Manage easily 1 or multidimensionnal samples numpy arrays that are time related. Extends numpy without removing any of it's abilities on such arrays.

numpy python time-series-analysis

Last synced: 27 Apr 2026

https://github.com/saptarshi11/diamlp---diabetes-classification-with-multilayer-perceptron

Diabetes Classification using Multilayer Perceptron (MLP) is a binary classification problem where the goal is to predict whether a patient has diabetes (positive class) or not (negative class) based on a set of biomedical features or risk factors.

artificial-neural-networks binaryclassification machine-learning mlp-classifier numpy seaborn

Last synced: 27 Apr 2026

https://github.com/lesterevse/numvision

Artificial Intelligence for recognizing numbers

artificial-intelligence numpy

Last synced: 27 Apr 2026

https://github.com/l2nce/datamining-study

Introduction to data mining

data-analysis data-mining matplotlib numpy panda

Last synced: 28 Apr 2026

https://github.com/keizerzilla/como-funciona-meshgrid

Apontamento breve explicando como a função meshgrid do Numpy funciona.

meshgrid numpy

Last synced: 28 Apr 2026

https://github.com/ronverse17/automate-data-cleaning

This project automates messy data cleaning tasks - like fixing column names, filling missing values, and spotting outliers, so analysts and data scientists can spend more time on insights, not preprocessing.

numpy pandas pipeline python

Last synced: 28 Apr 2026

https://github.com/varun-khorgade/salesense-e-commerce-analytics

Analyzed e-commerce datasets to discover customer behavior trends and business insights. Performed EDA, data cleaning, and visualizations to help stakeholders make data-driven decisions.

customer-behavior-analysis dashboards datacleaning exploratory-data-analysis feature-engineering jupyter-notebook matplotlib numpy pandas python seaborn sql time-series-trend visulaization

Last synced: 28 Apr 2026

https://github.com/rajivaleaakash/customer-churn-prediction

A machine learning project focused on predicting customer churn using various data analysis and modeling techniques. The repository includes data preprocessing, feature engineering, exploratory data analysis (EDA), model training, evaluation, and visualization to help businesses identify customers at risk of leaving.

churn-prediction classification customer-churn data-analysis data-science gridsearchcv imblearn machine-learning numpy pandas pyhton randomsearchcv scikit-learn

Last synced: 28 Apr 2026

https://github.com/varakanthamsaihruthikreddy975/avocadopricesanalysis

This data analysis finds out the trends and analysis of avocado data by year

matplotlib-pyplot numpy pandas scipy scipy-stats seaborn sklearn-preprocessing

Last synced: 28 Apr 2026

https://github.com/anshpg/popularity-based-book-recommendation-system

I developed a popularity-based book recommendation system using Google Colab, leveraging libraries like pandas, numpy, and matplotlib. The dataset was obtained from Kaggle.com, consisting of three CSV files: books.csv, ratings.csv, and users.csv.

collab csv kaggle-dataset matplotlib-pyplot numpy pandas python

Last synced: 28 Apr 2026

https://github.com/morpheomax/uberpython

Viajes realizados en Uber con Python

numpy pandas python streamlit uber

Last synced: 28 Apr 2026

https://github.com/ddeepanshu-997/datascience--olympics-games

in this repository i am going to perform some datascience techinques on the datasaet in order to get the valuable insights with the help of python libraries , packages etc.

data-science exploratory-data-analysis insights matplotlib-pyplot numpy pandas-dataframe problem-solving python visualization

Last synced: 28 Apr 2026

https://github.com/mahmood-anaam/wheeled-robot-simulation

A Python simulation of a robot equipped with four Swedish wheels, focusing on accurately modeling its kinematics and dynamics to analyze specific motion scenarios.

kinematics-dynamics matplotlib-python numpy python robotics-simulation roboticstoolbox-python swedish-wheels

Last synced: 28 Apr 2026

https://github.com/ksprugevics/galton-board

Python implementation of the Galton board

galton-board numpy pygame pymunk python

Last synced: 29 Apr 2026

https://github.com/louis-finegan/least-squares-method-curve-fitting-python3

Applying the Least-Square-Method to Curve-Fit in python using Numpy.

curve-fitting least-squares numpy

Last synced: 29 Apr 2026

https://github.com/thekartikeyamishra/interactive-ai-model-trainer

A Google Colab notebook for interactively training simple AI/ML classification models. Features CSV upload, dummy data generation, feature/target selection, model choice, and basic evaluation. Includes a user-friendly UI. Ideal for educational purposes. See screenshots below!

google googlecolab ipywidgets matpl numpy pandas python scikit-learn seaborn

Last synced: 29 Apr 2026

https://github.com/freya135/smart-traffic-system

A Python-based system leveraging a Raspberry Pi to capture and process traffic images, dynamically control traffic lights and servo motors based on real-time vehicle detection using edge detection, and optimize traffic flow intelligently.

canny-edge-detection gpiozero image-processing numpy open-cv python raspberry-pi-5 real-time-processing servo-motor signal-duration smart-traffic-light

Last synced: 29 Apr 2026

https://github.com/bilgeswe/datascience

Using Statistics and Data Science Project in Python using Google Colab tools, CVS and XLSX

box-plot colab-notebook cvs data-science data-scraping data-visualization heatmaps numpy python statistical-analysis statistics xlsx

Last synced: 29 Apr 2026

https://github.com/chirindaopensource/high_dimensional_matrix_variate_diffusion_index_models

End-to-end Python implementation of Ma et al.'s (2025) matrix-variate diffusion index models for macroeconomic forecasting. Features α-PCA factor extraction, supervised screening, and ILS estimation for high-dimensional forecasting with preserved structural information.

diffusion-index dimension-reduction econometrics factor-models financial-modeling high-dimensional-statistics macroeconomic-forecasting matrix-factorization monte-carlo-simulation numpy principal-component-analysis python quantitative-finance research-replication scientific-computing statistical-computing statistical-modeling supervised-learning time-series-analysis time-series-forecasting

Last synced: 29 Apr 2026

https://github.com/antonio-f/naive_convnet

Naive Convolutional Neural Network with TensorFlow 2

101 convolutional-neural-networks deep-learning easy matplotlib numpy simple tensorflow2 tutorial

Last synced: 29 Apr 2026

https://github.com/chandkund/predicting-student-grades

This project predicts student grades (G1, G2, G3) based on various features such as demographic information, study habits, family background, and other academic factors. The aim is to develop a predictive model that can assist in identifying students who may need additional support.

classification-algorithm ensemble-learning exploratory-data-analysis machine-learning matplotlib numpy pandas regression-models seaborn

Last synced: 29 Apr 2026

https://github.com/divansh2025/python_notebook

Welcome to "Basics of Python", a repository designed to help you master the fundamentals of Python. 🚀

datavisualization matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/jack-thesparrow/tube-color-detect

A Python program that detects the colors stored in tubes and returns a JSON file.

matplotlib-pyplot numpy opencv python3 sklearn

Last synced: 29 Apr 2026

https://github.com/sakshijain009/minor-project-ml-in-python

Exploratory Data analysis on data using python

matplotlib-pyplot ml numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/dmarks84/ind_project_readme-generator

Independent (personal) project in which I automatically generate README files for each of my repositories from my coursework

dataframes etl numpy pandas programming python

Last synced: 29 Apr 2026

https://github.com/lavkush-patel9/mnist_dataset_handwritten_digit_classifier_project-lavkush_patel

This is the Ai/ML Project Repo. here using MNIST DATASET from Keras, Tensorflow and recognise hand written digit

keras machine-learning numpy python3 tensorflow

Last synced: 29 Apr 2026

https://github.com/atchayaah/vois_aicte_oct2025_atchayaa

Comprehensive data science analysis leveraging NYC Airbnb market data to derive actionable insights on optimal pricing models, key performance indicators (KPIs), and factors influencing host trust and guest experience optimization.

jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/chandadiya2004/movie-recommendation-system

A Movie Recommendation System built using TfidfVectorizer and cosine similarity. The model processes a large dataset of movies and recommends similar movies based on a given input movie by analyzing textual features and calculating similarity scores.

cosine-similarity numpy pandas python sklearn tfidf-vectorizer

Last synced: 29 Apr 2026

https://github.com/monddavila/online-retail-data-analysis

Online Retail Exploratory Data Analysis with Python

data-analysis jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/gvatsal60/ds-on-kaggle

A collection of data science projects, experiments, and insights from Kaggle competitions and datasets

data data-science data-visualization numpy pandas python3

Last synced: 29 Apr 2026

https://github.com/shwetapardhi/assignment-04-simple-linear-regression-1

Q1) Delivery_time -> Predict delivery time using sorting time. Build a simple linear regression model by performing EDA and do necessary transformations and select the best model using R or Python. EDA and Data Visualization, Feature Engineering, Correlation Analysis, Model Building, Model Testing and Model Predictions using simple linear regressi

correlation-analysis data-visualization distplot eda feature-engineering model-building model-prediction model-testing numpy ols-regression p-value pandas python regression-plot rsquare-values seaborn simple-linear-regression smf statsmodel t-score

Last synced: 30 Apr 2026

https://github.com/ola-kaznowska/sigmanoid-function

Sigmanoid function. Written in Python 3.13.1 with matplotlib library and numpy

mathmatics matplotlib numpy python python3

Last synced: 30 Apr 2026

https://github.com/nikhilsree5/walmartcasestudy

Analysis of Customer Spending Habits at Walmart Inc

clt eda numpy pandas python3 statistics visualization

Last synced: 30 Apr 2026

NumPy Awesome Lists
awesome-jax 218 awesome-data-analysis 936 awesome-ebooks 106 awesome-jax 149 awesome-mojo-max-mlir 181 awesome-numpy 32 practice-data-science-programming-projects 90
NumPy Categories
Blogs 404 Libraries 239 ⚡ Productivity 101 🧠 AI Applications & Platforms 96 🐍 Python 91 Exercises 87 Models and Projects 74 📚 Skill Development & Career 67 🗃️ SQL & Databases 53 Tutorials and Blog Posts 53 🤖 Machine Learning & AI 52 📦 Additional Python Libraries 51 📝 More Awesome Lists 50 ☁️ Cloud Platforms & Infrastructure 46 📋 Cheatsheets 44 📊 Data Visualization 38 📈 Dashboards & BI 36 Videos 34 🎲 Statistics & Probability 34 Web 33