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Awesome

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/dhruvrajsinhzala24/house-price-predictor-ml-model

A machine learning project to predict house prices using linear regression and random forest models. The project leverages housing data to train and evaluate models, comparing their performance using metrics like MSE and R². Visualizes actual vs. predicted prices to assess model accuracy.

linear-regression machine-learning matplotlib ml numpy pandas python random-forest-regression sklearn

Last synced: 14 Apr 2026

https://github.com/gayatri018/ab-testing-marketing-campaign

This project involves conducting A/B testing to evaluate the performance of two marketing campaigns: Facebook Ads and Google Adwords for an online retail business. The primary goal is to determine which campaign is more effective in driving user engagement and conversions, helping the company optimize its marketing strategies.

ab-testing linear-regression matplotlib numpy pandas python scipy seaborn sklearn-

Last synced: 10 Apr 2026

https://github.com/wasifsohail5/amusic-ai_powered_musicrecommendationsystem

AMUSIC is an AI-driven music recommendation system that helps users discover personalized songs. Using Python, Streamlit, and Scikit-learn, it offers smart recommendations, advanced search, and interactive music insights. Users can save favorites, create playlists, and export data for a seamless music discovery experience.

joblib k-nearest-neighbours matplotlib minmaxscaler numpy pandas pickle plotly python scikit-learn seaborn streamlit

Last synced: 14 Oct 2025

https://github.com/ayorick23/python-data-science-cheat-sheet

Guía rápida y práctica de sintaxis, comandos y funciones esenciales de Python para Ciencia de Datos. Perfecta para recordar cómo usar las librerías más comunes como NumPy, Pandas, Matplotlib y Scikit-learn en tus análisis diarios.

cheat-sheet data-analysis data-science data-visualization deep-learning jupyter-notebook machine-learning matplotlib ml numpy pandas python scikit-learn scipy seaborn statistics sympy tensorflow

Last synced: 07 Apr 2026

https://github.com/helabenkhalfallah/art-bloom

ArtBloom is a backend application designed for art enthusiasts and researchers.

analytics backend-api numpy pandas-python python recommendationsystem

Last synced: 22 Jan 2026

https://github.com/yahiazakaria445/ensemble-learning-voting-classifier

Ensemble Learning Using KNN, Naive Bayes, Decision Tree on Biomechanical Data

matplotlib numpy pandas scikit-learn seaborn

Last synced: 30 Apr 2026

https://github.com/hoyirul/flask-starter-fs

Flask-Starter-FS is a concise full-stack starter kit for Flask web development, offering quick setup and pre-configured settings for seamless integration of front-end and back-end components. Accelerate your full-stack web application development with Flask-Starter-FS.

flask machine-learning numpy pandas python sklearn

Last synced: 14 Apr 2026

https://github.com/hansalemaos/locate_pixelcolor_cython_multi_auto_compile

Detects colors in images 8 x faster than Numpy / Uses Cython - returns a dict

bot c color colors colour colours cpp cython fast find multiprocessing numpy numpy-array opencv rgb rgba search

Last synced: 24 Feb 2026

https://github.com/5hraddha/ice-video-games-sales-analysis

Analysis of video game sales data of an online store Ice, which sells video games all over the world & identify patterns that determine whether a game succeeds or not.

data-visualization matplotlib numpy pandas requests-module scipy seaborn

Last synced: 14 Apr 2026

https://github.com/mizcausevic-dev/embedding-drift-graph

Track how entity embeddings drift across encoder model versions. SQLite store + Strawberry GraphQL API. Cosine drift events computed automatically on every record. Reference impl for RAG/eval pipelines re-encoding their corpus.

ai-governance drift-detection embeddings graphql llm numpy python rag sqlite strawberry-graphql vector-search

Last synced: 01 Jun 2026

https://github.com/architj6/gesture-control-system

This Gesture Control System allows users to control various system functions (like mouse movement, volume adjustment, and screen brightness) using hand gestures through a webcam. It leverages MediaPipe for hand tracking and PyAutoGUI for controlling the system. The project enables intuitive, hands-free control for everyday tasks.

brightness-control cursor cursor-control doubleclick drag-and-drop gesture handgesture handgesture-recognition mediapipe numpy opencv os pyautogui pycaw python python3 scroll volume-control

Last synced: 17 Apr 2026

https://github.com/farhad-here/predict_student_performance

Predict Student Performance, is a data analysis and machine learning project aimed at predicting students' final performance (g3) based on demographic, family, and academic features. The project supports both Regression (predicting exact grades) and classification (Pass/Fail categories).

classification data-analysis data-visualization linear-regression machine-learning numpy pandas postgresql powerbi scikit-learn streamlit

Last synced: 14 Apr 2026

https://github.com/saivarun2611/potato_disease_classifier

This project is a Potato Disease Classifier that uses a Convolutional Neural Network (CNN) to classify potato leaves as healthy, suffering from early blight, or late blight. The model helps in early detection of diseases, which can be crucial in maintaining crop health and yield.

cnn keras matplotlib numpy pandas python3 tensorflow

Last synced: 14 Apr 2026

https://github.com/mlicamele/neural-network

Project focused on exploring the computations behind neural networks by building one from scratch with only numpy and testing it with the MNIST dataset.

gradient-descent matrix-computations neural-networks numpy python

Last synced: 12 Apr 2026

https://github.com/hifly81/photox

photo and album organizer for gtk3

gtk3 numpy opencv-python photography pil pillow python

Last synced: 24 Oct 2025

https://github.com/satyacoder29/crm-analytics-power-bi

CRM Analytics Dashboard – An interactive dashboard using Tableau, SQL, and Salesforce CRM Analytics (CRMA) to analyze sales performance, customer segmentation, and churn prediction. Features automated ETL pipelines, predictive analytics, and real-time insights for data-driven decision-making. 🚀📊

advanced-excel data-analysis data-cleaning data-collection data-transformation data-visualization matplotlib numpy pandas powerbi python seaborn sql tableau

Last synced: 14 Apr 2026

https://github.com/apbetioli/neural-network

A simple neural network implementation

machine-learning neural-network numpy python3

Last synced: 29 Apr 2026

https://github.com/yashaka/learncv

Toolset used in learning Computer Vision at R_D course

cv numpy opencv utitlities

Last synced: 14 Apr 2026

https://github.com/alefair/ds

Data Science projects

ipython jupyter matplotlib numpy pandas python sklearn

Last synced: 15 Mar 2026

https://github.com/manuel-lang/numpymongo

A python package to export NumPy data to MongoDB

mongodb numpy wrapper

Last synced: 23 Feb 2026

https://github.com/pradeep31747/smartsuggest-personalized_product_recommendations

This project implements a personalized product recommendation system using machine learning techniques to enhance user experience and drive engagement.

jupyter-notebook keras numpy pandas pyhton scikit-learn sql tensorflow vscode

Last synced: 28 Jan 2026

https://github.com/abdoufermat5/gps_statistiques

Calculs statistiques pour le cloud personnel

geolife gps numpy pandas python statistics trajectory-analysis

Last synced: 20 Apr 2026

https://github.com/prahaladhchandrahasan/housingprices_adavanced_regression

A machine learning model for "House Prices: Advanced Regression Techniques" kaggle competition.

machine-learning-algorithms matplotlib-pyplot numpy pandas python3 scikit-learn

Last synced: 20 Apr 2026

https://github.com/saurabh9136/data-analysis_using_pandas-numpy

A beginner-friendly repository exploring data analysis using NumPy and Pandas. Covers fundamental operations, data manipulation, and real-world dataset analysis.

data-analysis-python numpy pandas python scipy

Last synced: 20 Apr 2026

https://github.com/myahninsi/housing-price-prediction-ml

Final project for Big Data Visualization for Business Communications 01 (DSMM Group 1). Analyzes housing data, identifies key price factors, and builds predictive models using machine learning. Includes Power BI dashboards for interactive visualizations and Flask for deployment.

elastic-net lasso-regression linear-regression matplotlib numpy pandas ridge-regression scikit-learn seaborn

Last synced: 14 Apr 2026

https://github.com/linsanity03/particle-in-potential-well

Visualizing the Wavefunction and Probability density of a Particle in a 1D Infinite Potential Well

jupyter-notebook matplotlib-pyplot numpy probability-density schrodinger-equation wavefunction-visualisation

Last synced: 28 Apr 2026

https://github.com/nermeenkamal/image-processing-system

This Python application provides a graphical user interface (GUI) for performing various image processing operations. Users can upload, manipulate, and save images using a range of techniques, including grayscale conversion, binary conversion, histogram equalization, and more.

matplotlib numpy opencv python tkinter

Last synced: 01 May 2026

https://github.com/iv4n-ga6l/geometric-shapesrecognizer-in-image

Geometric shapes recognizer API built in python

api-rest flask numpy opencv python shaperecognitionapi

Last synced: 20 Apr 2026

https://github.com/separatrixxx/tmandcm_labs_3_sem

👓 Laboratory works for 3 semester of MAI on theoretical mechanics

matplotlib numpy python theoretical-mechanics

Last synced: 20 May 2026

https://github.com/eoastafurov/numpy-neural-net

Simple and extendable library for deep learning in numpy

deep-learning mlp-classifier numpy

Last synced: 02 Mar 2025

https://github.com/NishuMehta/Netflix-Data-Analytics

Netflix Data: Cleaning, Analysis and Visualization

jupyter-notebook matplotlib-pyplot numpy pandas python python3 seaborn vscode

Last synced: 14 Mar 2025

https://github.com/HarshilChampaneri/Titanic_Survival_Prediction

I have Created a Machine Learning Model based on the Logistic Regression algorithm. This Model is capable of predicting whether the person will survive or not survive based on the given data of that particular person.This Model is highly accurate in predicting the result.

artificial-intelligence jupyter kaggle logistic-regression machine-learning matplotlib numpy pandas python seaborn titanic-kaggle titanic-survival-prediction

Last synced: 30 Dec 2025

https://github.com/jigyasag18/fake-news-prediction-project

The Fake News Prediction App Repository offers a machine learning project that focuses on identifying the authenticity of news articles as fake or real. It uses a dataset of 20,000 articles and employs methods such as TF-IDF vectorization and the Porter stemming algorithm, achieving around 97% classification accuracy with logistic regression model.

data datapreprocessing logistic-regression machine-learning machine-learning-algorithms numpy pandas prediction stemming vectorization

Last synced: 08 Jun 2026

https://github.com/amnydv17/audio-analysis-and-classification

This project demonstrates how to analyse the audio datasets and apply the existing Machine learning/Deep Learning techniques to the classify various environmental sounds...

jupyter-notebook matplotlib numpy pandas

Last synced: 08 May 2026

https://github.com/pyfig/s21_data-science-bootcamp

School21 Bootcamp Data Science

data data-science numpy pandas python school21

Last synced: 26 Jun 2025

https://github.com/MuhammedMorad/Egypt-Premier-Fashion-Sales-Analysis

Egypt’s Premier Fashion Sales Analysis is a data-driven project that provides interactive sales insights using Streamlit, Power BI, and Pandas. It analyzes sales trends, customer behaviors, and product performance while offering real-time dashboards and downloadable reports. helping businesses make informed, data-driven decisions. 🚀

matplotlib numpy pandas plotly python seaborn streamlit

Last synced: 30 Dec 2025

https://github.com/hemanthsaikumarbethapudi/last-mile_delivery_optimization.py-

This project implements an AI-powered last-mile delivery optimization system using Python. It leverages graph-based route optimization, demand prediction, and cost analysis to improve delivery efficiency in urban areas.

heapq networkx numpy python

Last synced: 01 Jul 2026

https://github.com/josewebdev2000/mean-variance-calculator

My Solution to the first challenge of the Data Analysis with Python certification of Freecodecamp

data-science freecodecamp-challenge numpy python

Last synced: 20 May 2026

https://github.com/anodicpassion/printing-accuracy-analyzer

This project provides a web-based application for analyzing the print quality of scanned documents by comparing them against a template. It identifies issues such as misalignment and blur, providing visual feedback and quantitative metrics.

numpy opencv-python print

Last synced: 20 May 2026

https://github.com/iankitnegi/datapy

Welcome to DATAPy! This repo contains my Python coding projects for data science, featuring data manipulation, analysis, and visualization. Stay tuned for updates and new content!

basic-programming matplotlib numpy pandas python seaborn

Last synced: 30 Apr 2026

https://github.com/ferdos-coder/instacartmarketbasketanalysisportflio

a repository for statistical and visual analyses utilizing tools like Pandas, NumPy, SQL, and Power BI using InstaCart Market Basket Data

jupyter-notebook machine-learning numpy pandas python statistics

Last synced: 01 May 2026

https://github.com/ola-kaznowska/first-steps-in-numpy

My first steps in the NumPy library

mathematics numpy python python3

Last synced: 20 May 2026

https://github.com/hanannazri/predictive-customer-churn-modelling-with-price-sensitivity-insights-

As a part of BCG Data Science Project, I developed a predictive churn-risk model for XYZ energy utility by engineering price, consumption and contract features and training XGBoost and Random Forest models to identify customers most likely to churn at current prices.

bcgx data-visualization exploratory-data-analysis feature-engineering jupyter jupyter-notebook model-training-and-evaluation numpy pandas random-forest scikit-learn xgboost

Last synced: 19 Aug 2025

https://github.com/elifftosunn/textdataclean

Kirli veri çekildiğinde ön işleme adımlarına gerek kalmadan model eğitimi için hazır hale getirmek amacıyla yapılan uygulamadır.

corpus deasciifier morphological-analysis ngram nltk numpy pandas sentence-embedding sentence-tokenizer stemmer stopwords string turkish turkish-sentence-tokenizer word-tokenizer

Last synced: 20 May 2026

https://github.com/saattrupdan/neural_network

Homemade neural network from scratch in numpy.

neural-network numpy

Last synced: 20 May 2026

https://github.com/kr1shnasomani/genagenet

Gender and Age recognition from face images

computer-vision deep-learning neural-network numpy opencv

Last synced: 21 Jul 2025

https://github.com/kr1shnasomani/speedvision

Vehicle speed detection using Computer Vision, Deep Learning and Neural Network

bytetrack computer-vision deep-learning neural-network numpy opencv pytorch supervision tqdm yolo

Last synced: 05 Mar 2025

https://github.com/abhinav330/credit-score-classification-problem

This project aims to analyze credit card customer data, clean the dataset using libraries such as Pandas and NumPy then create a machine learning model using sklearn

credit-card credit-card-fraud credit-card-fraud-detection credit-risk credit-scoring data-science machinelearning numpy pandas python sklearn

Last synced: 08 Sep 2025

https://github.com/kelvynamaral/rolling-stones-spotify-eda

Análise Exploratória de Dados dos Rolling Stones no Spotify Projeto de EDA focado nas músicas e álbuns dos Rolling Stones no Spotify. Explora características musicais, popularidade e evolução da banda ao longo do tempo. Utiliza técnicas de análise de dados e visualizações para revelar insights sobre a discografia da icônica banda de rock.

matplotlib numpy pandas seaborn

Last synced: 15 May 2026

https://github.com/jt4v4res/neural-networks-and-deep-learning

Some neural networks implementation with purpose of understanding the use of this learning algorithm and deep learning.

deep-learning machine-learning machine-learning-algorithms neural-networks numpy perceptron-learning-algorithm

Last synced: 16 Jan 2026

https://github.com/davgiles/ML-Projects

This repository contains my projects from the Data Science & Business Analytics Post-Graduate Program through UT Austin.

eda matplotlib numpy pandas python scikit-learn scipy seaborn visualization xgboost

Last synced: 20 Jan 2026

https://github.com/makoczoro/credit-default-risk-analysis-eda

This repository contains the detailed EDA Analysis of Home Credit Group Dataset. The analysis aims to find demographic and financial factors associated with higher or lower default risks, providing actionable insights for risk mitigation and improved lending practices

bivariate-analysis correlation-analysis data-preprocessing exploratory-data-analysis exploratory-data-visualizations matplotlib numpy pandas seaborn univariate-analysis

Last synced: 20 May 2026

https://github.com/chaman2003/parkinson-detection

Al-powered Parkinson's Disease Detection System leveraging smartphone sensors (voice and motion) for real-time analysis. Combines ensemble machine learning models (SVM, Random Forest, Gradient Boosting, XGBoost) with advanced feature extraction to provide accurate early detection, sub-second processing, and detailed reporting.

ai flask html-css-javascript librosa ml numpy pandas pydup python scikit-learn

Last synced: 08 Apr 2026

https://github.com/pzuehlke/ml-with-numpy

Basic ML algorithms using only NumPy

deep-learning machinelearning numpy

Last synced: 20 May 2026

https://github.com/redinfinitypro/circuitpythonprojects

Rating: (4/10) This Python script simulates circuits using PySpice, importing libraries like NumPy and Matplotlib. It defines voltage divider, diode circuits, subcircuit definitions, DC sweep analysis, and simulates each circuit using the simulator.

matplotlib numpy os pyspice sys

Last synced: 15 May 2026

https://github.com/fandreuz/python-serialization-benchmark

Low-effort benchmark of several serialization libraries for scientific applications

avro json numpy protobuf python serialization

Last synced: 12 Apr 2026

https://github.com/viivianreine/carbon-footprint-calculator-using-advanced-machine-learning-cnn-

🌍 An AI-powered Carbon Footprint Calculator built with Python, TensorFlow (CNNs), and Streamlit. Delivers real-time emission predictions, visual insights, and country-wise comparisons from user lifestyle data. Adaptive, scalable, and designed to drive sustainability through intelligent software solutions.

api-based-ai-integration cloud-ready convolutional-neural-networks data-featuring data-preprocessing ipcc keras keras-tensorflow matplotlib model-optimization numpy pandas python realtime-database seaborn streamlit streamlit-deployment streamlit-webapp supervised-machine-learning tensorflow

Last synced: 08 Apr 2026

https://github.com/rahulraimau/credit-card-fraud-detection

This project develops a real-time credit card fraud detection system using the Kaggle Credit Card Fraud Detection Dataset, containing 284,807 transactions with 31 features (Time, Amount, V1-V28, Class).

imbalanced-learn- matplotlib numpy pandas python pytorch scikit-learn- tensorflow

Last synced: 08 Apr 2026

https://github.com/csengupta1101/python-concepts

All basic to advanced Python Concepts Will be covered here in depth.

data-science django dsa-algorithm flask machine-learning numpy pandas python rest-api software-development

Last synced: 08 Apr 2026

https://github.com/udayraj04/facialemotion_musicrecommendations

A web application that detects facial emotions via webcam and recommends music tracks that match the user’s mood in real-time. Built with Flask, TensorFlow/Keras, OpenCV, and a React frontend.

cnn flask machine-learning numpy opencv pil reactjs tensorflow

Last synced: 08 Apr 2026

https://github.com/abdelrahman-amen/face_recognition

This project implements a real-time face recognition system using Python, OpenCV, and the face_recognition library. It identifies individuals by comparing facial features from live video streams with pre-stored encodings, enabling fast and accurate recognition.

cmake cv2 dlib-face-detection face-recognition numpy opencv os python

Last synced: 10 May 2026

https://github.com/sridharyadav07/ai--powered-task-management-system

An intelligent Task Management System that integrates Sentiment Analysis, Task Optimization, and Forecasting to streamline project and task handling. This AI-powered tool is designed to assist teams and project managers in making data-driven decisions by understanding emotional context, forecasting productivity, and optimizing workload distribution

arima flask joblib jupyter-notebook naive-bayes-classifier nltk numpy pandas pickle-file python randomforestregressor scikit-learn stopwords-removal streamlit tfidf-vectorizer

Last synced: 08 Apr 2026

https://github.com/pramodyasahan/house-price-prediction

This repository contains the code for a machine learning model aimed at predicting housing prices. The model is based on the RandomForestRegressor algorithm from the scikit-learn library and utilizes feature selection, preprocessing, and pipeline techniques for improved performance.

machine-learning numpy pandas python scikit-learn

Last synced: 08 Apr 2026

https://github.com/s-h-i-v-i-s/bangalore-housing-price-prediction

A Machine Learning Project to predict Bangalore House Prices.

jupyter-notebook machine-learning matplotlib numpy pandas python pythonflask sklearn

Last synced: 08 Apr 2026

https://github.com/rdmolony/nix-numpy-financial

A nix derivation for numpy-financial - https://pypi.org/project/numpy-financial/#files

nix numpy python

Last synced: 05 Mar 2025

https://github.com/annygutierrez/data-preprocessing

Preprocessing deep learning template.

matplotlib numpy pandas sklearn

Last synced: 02 May 2026

https://github.com/annygutierrez/ai-chatbot-python

Deep learning chatbot: Chatbot model to make predictions and chat back and forth with our user.

nltk numpy tensorflow tflearn

Last synced: 06 May 2026

https://github.com/dhavltharkaaar/portfolioprojects

This Repository contains the project related to my portfolio

css flask flask-api html5 idle jupyter-notebook matplotlib numpy pandas python python3 sklearn spyder

Last synced: 06 Apr 2026

https://github.com/harrisonwelch/pythondatascience

Repo of code from the linked-in lesson "Python: Data Analysis"

data data-science matplotlib notes numpy python tutorial

Last synced: 12 Apr 2026

https://github.com/vlad1343/tools

This repository demonstrates the acquisition of advanced Python programming skills through structured exercises and projects, with a strong emphasis on NumPy for array manipulation, slicing, masking, and reshaping

jupyter-notebook numpy numpy-library numpy-python pandas pandas-python python python3

Last synced: 08 Apr 2026

https://github.com/okoge-kaz/deep_learning

O'REILY ゼロから作るDeep Learning

deep-learning neural-network numpy pandas perce python3

Last synced: 20 Apr 2026

https://github.com/thekartikeyamishra/aipoweredmarketingassistant

AI-Powered Marketing Assistant, an advanced tool designed to enhance your digital marketing campaigns using the power of machine learning (ML) and large language models (LLMs). This project empowers small businesses and MSMEs to create compelling content, analyze campaigns, and strategize effectively.

artificial-intelligence llm matplotlib numpy openai pandas python scikit-learn streamlit

Last synced: 08 Apr 2026

https://github.com/imnotannamaria/ia-ml-scikit-learn

Learning tradicional machine learning with scikit-learn.

numpy pandas python scikit-learn seaborn

Last synced: 06 Apr 2026

https://github.com/byte-sourcerer/array_contract

Contract programming for Pytorch, Numpy

contracts ndarray numpy python python3 pytorch tensor

Last synced: 14 Sep 2025

https://github.com/ayushtiwari134/stock_price_predictor_dl

This is a full stack end to end project with the model trained in jupyter notebook, the backend file written in python, and for simplicity, the frontend created using streamlit.

deep-learning eda keras lstm-model machine-learning matplotlib numpy pandas python rnn streamlit tensorflow yfinance-library

Last synced: 06 Apr 2026

https://github.com/reshiadavan/musica

A Music Composer AI which produces music and associated transcripts when given Midi files.

keras lstm-ann music21 numpy pickle python

Last synced: 13 Apr 2026

https://github.com/dmarks84/coursework_capstone_spacex_predictions

Final Project for IBM Data Science Professional Certificate -- Applied all skills and methods utilized in the series of courses for this certification to predict the success of SpaceX landings; issued full report to stakeholders

api classification dash eda folium linear-algebra matplotlib mysql numpy pandas plotly probability python seaborn sql statistics supervised-ml technical-writing web-scraping

Last synced: 08 Apr 2026

https://github.com/01one/python-online-with-pyodide

Run and edit python code including matplotlib and numpy on the browser with pyodide and codemirror

matplotlib-python numpy pyodide python-browser python-online python-online-compiler

Last synced: 29 Mar 2025

https://github.com/vishal-verma-96/Pre-Owned-Car-Price-prediction-using-Streamlit-App

Capstone Project by skill Academy- Exploratory Analysis, Visualization and Prediction of Used Car Prices. Deploying the highest-scoring model with Streamlit web app

data-analysis data-science jupyter-notebook machine-learning machine-learning-algorithms matplotlib numpy pandas python3 regression-algorithms scikit-learn seaborn streamlit

Last synced: 02 Mar 2025

https://github.com/chinmayee4/diwali_sales_analysis_using_python

Analyze Diwali Sales Data to improve customer experience and sales.

data-science exploratory-data-analysis matplotlib numpy pandas python seaborn

Last synced: 08 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
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Blogs 401 Libraries 243 ⚡ Productivity 102 🧠 AI Applications & Platforms 96 🐍 Python 92 Exercises 87 Models and Projects 77 📚 Skill Development & Career 68 Tutorials and Blog Posts 57 🗃️ SQL & Databases 55 🤖 Machine Learning & AI 52 📦 Additional Python Libraries 51 📝 More Awesome Lists 50 ☁️ Cloud Platforms & Infrastructure 46 📋 Cheatsheets 44 📊 Data Visualization 40 📈 Dashboards & BI 36 🎲 Statistics & Probability 34 Videos 32 Web 32