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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/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/redinfinitypro/pygamecicruit

Rating: (6/10) The code combines a Pygame GUI application with a PySpice circuit simulation, providing a user-friendly interface with buttons, menu options, dropdown menus, input boxes, sliders, and text elements.

matplotlib numpy os pygame pyspice random sys

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/jagkagd/np-xarr

Perform a numpy array transformation intuitively by giving simple patterns.

numpy python

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/pedroteixeiraw/predicting_football_match_results

This project focuses on modelling the attacking and defensive strength of teams in the Portuguese First League of Football, along with the impact of home advantage.

bayesian-hierarchical-models dixon-coles matplotlib numpy pandas poisson-distribution pymc3 seaborn theano-models

Last synced: 26 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/abhisingam/brickbreaker

A Terminal-Based game made in Python that emphasises upon the use of OOPs concepts. Python | NumPy | Game Development

game-development numpy python3

Last synced: 26 Apr 2026

https://github.com/whiteshadow1234/guessthenumber

This is the python code for teaching high school students python

math numpy python3 random teaching-materials turtle

Last synced: 27 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/nyx1311/timelstm

TimeLSTM: An interactive Streamlit app for multi-step time series forecasting using LSTM networks, featuring data preprocessing, visualization, GPU-accelerated model training, and automated result export.

deep-learning deep-neural-networks lstm-neural-networks numpy pandas ploty python3 scikit-learn-python statsmodels streamlit torch tqdm

Last synced: 27 Apr 2026

https://github.com/lupin3000/tello-python

Python application to control the DJI Tello Drone with different controllers.

debian dji-sdk djitellopy drone dualsense-controller evdev hidapi macos numpy opencv python stadia-controller tello unihiker

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/erikbavenstrand/neural-network-implementation

An Artificial Neural Network Implementation in Numpy to work with MNIST dataset.

ai feedforward-neural-network machine-learning mnist neural-network numpy python

Last synced: 27 Apr 2026

https://github.com/moonmoonsamal/data-driven-google-ads-for-listing-sites-analysis

Analyzed Google Ads performance to identify top channels, keywords, and geographical impact

cleaning-dataset eda manipulation modelling numpy visualization

Last synced: 27 Apr 2026

https://github.com/vasukalariya/neural-network-from-scratch

It's a simple Feedforward Neural Network implemented just using Numpy

artificial-neural-networks classification mnist neural-network numpy

Last synced: 28 Apr 2026

https://github.com/binoydipu/ml-libraries

Machine Learning Libraries Repository

machine-learning 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/hai4320/ml_ai_notebook

All my note about ML, AI and Data Science

ai machine-learning numpy pandas scikit-learn

Last synced: 28 Apr 2026

https://github.com/gregoritsch3/dl_cnn_resnet50_digitrecognition

A Deep Learning Computer Vision project on the MNIST Digit Dataset. The project demonstrates the use of four TensorFlow Neural Network architectures, ranging from a basic Shallow Sigmoid Model to a Deep Convolutional Model constructed using the FunctionalAPI, and even a modified Resnet50 Model. Includes Error Analysis and test runs on real images.

cnn convolutional-neural-networks cv2 keras matplotlib numpy resnet-50 tensorflow

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/yanisdib/somint

Somint - AI-powered Trading Card Grading

ai api devcontainer docker numpy opencv python yolov8

Last synced: 28 Apr 2026

https://github.com/udipta14/historical-olympic-games-eda-python

Exploratory Data Analysis of a Historical Olympic Games Dataset, including all the games from Athens 1896 to Rio 2016.

data-cleaning data-visualization eda matplotlib numpy pandas python3 seaborn

Last synced: 28 Apr 2026

https://github.com/robinhosz/traffic-data-analyzer

This repository presents a project for urban traffic signal optimization using Reinforcement Learning (RL) to improve traffic flow, increase safety at intersections, and promote energy efficiency in cities. Using the "Traffic Volume Counts" dataset from Kaggle.

data-analysis-python kaggle-dataset numpy pandas python traffic-analysis

Last synced: 28 Apr 2026

https://github.com/shreeparab1890/indian-elections-2019-analysis-eda

This ipython notebook is the Exploratory data analysis (EDA) of the Indian Lok Sabha Elections 2019.

data data-analysis data-science data-visualization eda exploratory-data-analysis matplotlib numpy pandas plotly python python3 visualization

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/manalisbhavsar/stock-price-prediction

Stock Price Prediction model using Machine Learning and LSTM to forecast future stock prices based on historical data. Achieved a low error rate of 3.2% by leveraging moving averages and deep learning techniques, ensuring accurate predictions.

data-analysis deep-learning lstm machine-learning matplotlib numpy pandas python

Last synced: 28 Apr 2026

https://github.com/ahmedsamir45/mean_variance_standard_deviation_calculator

take list of numbers and return it 3x3 array and calculate mean variance and std for rows columns and all array

mean numpy standard-deviation variance

Last synced: 28 Apr 2026

https://github.com/josualimbu/face-recognition

Face Recognition with Name, and only need 1 image for 1 person for the dataset to run Face Recognition.

face-detection face-recognition numpy python simple-face-recognition

Last synced: 28 Apr 2026

https://github.com/keyurparalkar/knn-for-cifar-10

K-nearest neighbour algorithm for CIFAR-10 dataset

cifar10 knn numpy

Last synced: 28 Apr 2026

https://github.com/babaquero07/escalamiento-imagenes-python

Proyecto del curso Algebra Lineal - UTADEO

matloptlib numpy pillow scipy streamlit

Last synced: 28 Apr 2026

https://github.com/alonmell/modulnet

Lightweight NumPy-based neural network framework with core layers, loss functions, optimizers, and data utilities

deep-learning from-scratch machine-learning neural-network numpy

Last synced: 29 Apr 2026

https://github.com/shefreenkaur/nlp_query_documents

This repository contains two implementations of an NLP document query system that processes PDF documents and ranks them based on relevance to user queries.

easyocr naive-bayes nlp numpy ppmi pymupdf tf-idf

Last synced: 29 Apr 2026

https://github.com/kacemmathlouthi/deep-ml-problems

a collection of solved machine learning, linear algebra, and deep learning problems from deep-ml.com

deep-learning linear-algebra machine-learning numpy 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/skypse/santander-coders-data_science-course

Curso de Data Science, proposto pelo Satander, utilizando Python!

jupyter-notebook numpy pandas-python python scikit-learn

Last synced: 29 Apr 2026

https://github.com/dulajkavinda/document-similarity-ml

📑 Check similarity between documents using td-idf and cosine similarity.

machinelearning numpy python scikit

Last synced: 29 Apr 2026

https://github.com/romerorodriguezd/homography-with-opencv

Homography operations applied to insert images inside others regardless of the perspective.

computer-vision homography matrices-transformation numpy opencv opencv-python

Last synced: 29 Apr 2026

https://github.com/giordanodaloisio/demv

Debiaser for Multiple Variables, a model- and data- agnostic method to improve fairness in binary and multi-class classification tasks

bias-mitigation numpy pandas python

Last synced: 29 Apr 2026

https://github.com/thaivincent/fft_image_compression

A simple image compression program using FFT and numPy

fft image-processing numpy

Last synced: 29 Apr 2026

https://github.com/solomonbaez/koios

Neural Network Framework, built from scratch in NumPy.

machine-learning neural-network neural-networks numpy

Last synced: 29 Apr 2026

https://github.com/amulya20010418/zomato_data_analysis

Analyze Zomato restaurant data all the world and find the insights by using Python libaries and also visualize the dataset by using Power-bi

cleaning-data-in-python dashboard numpy pand powerbi python visualization

Last synced: 29 Apr 2026

https://github.com/al-ghaly/e-commerce-a-b-testing

A Statistical Analysis project in which I Performed an A/B test to analyze the effect of changing the user interface for an E-Commerce company's Website.

data-analysis matplotlib numpy pandas python python-data-analysis seaborn statistical-analysis statistics

Last synced: 29 Apr 2026

https://github.com/shariqayan/diwali_sales_analysis_python

The Diwali Sales Analysis project focuses on analyzing sales data during the Diwali festival to gain insights into customer behavior, improve customer experience, and optimize sales strategies.

data-visualization matplotlib numpy pandas python seaborn

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/armahdavi/ai_ml_assisted_breast_cancer_tumor_detection

Consolidating tutorial codes for breast cancer tumor detection, covering ML fundamentals like classification, feature engineering, training, evaluation, and key performance metrics.

bias-variance feature-engineering logistic-regression machine-learning machine-learning-algorithms medical-application numpy pandas python random-forest recall-precision sklearn xgboost-classifier

Last synced: 29 Apr 2026

https://github.com/ksharma67/k-means-algorithm-on-the-iris-dataset

Applied the K-Means algorithm on the Iris dataset, and utilized the Silhouette Score method to find the best value of K

eda elbow-method iris-dataset kmeans-clustering matplotlib numpy pandas python seaborn silhouette-score

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/prithviraj-2003/cognifyz-data-science-internship

🎓 Data Science Internship at Cognifyz Technologies 📅 Duration: 2 Months 🧠 Worked on real-world restaurant data 🗂️ Completed structured tasks across 3 levels 📌 Tasks focused on EDA, data preprocessing, visualization, and analysis 📎 Task descriptions provided in an attached PDF

data-analysis data-science data-visualization matplotlib numpy pandas python3

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/yimethan/basics-of-data-analysis

2023-2 Basics of Data Analysis

data-analysis numpy pandas python

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/alfastrek/textinsight-pro

Webscraper with Natural Language Processing

beautifulsoup jupyter-notebook nltk numpy pandas python webscraping

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/laipching/sprint6_module1

Exploratory Data Analysis with Python (Pandas/Matplotlib/Seaborn). Business questions, metrics and clear visualizations.

data-visualization eda matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/x-nimesh/panoramer-dockerized

Panoramer is a cutting-edge panoramic image stitching web application designed to transform your images into stunning, professional-quality panoramas. Whether you're a seasoned photographer or a hobbyist, Panoramer's intuitive interface and precise alignment tools make it easy for users of all skill levels to create seamless panoramas.

flask image-processing numpy python react

Last synced: 29 Apr 2026

https://github.com/harmanveer-2546/bird-species-prediction-using-deep-learning

Using convolutional neural networks to build and train a bird species classifier on bird pics data with corresponding species labels, also build GUI for the same.

3d-graph callback deep-learning eda gui gui-application image-generator imageclassification keras-tensorflow matplotlib maxpooling mobilenetv2 numpy opencv pillow plotly python seaborn transfer-learning visualization

Last synced: 29 Apr 2026

https://github.com/muhammadusman-khan/e-commerce-store-eda

Exploratory Data Analysis on E-commerce store data to uncover insights about sales trends, customer behavior, and product performance using Python libraries like Pandas, NumPy, and Matplotlib/Seaborn.

data-analysis data-science data-visualization e-commerce eda exploratory-data-analysis jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 29 Apr 2026

https://github.com/snehasunilnair/image-processing-projects

Image pre-processing techniques using OpenCV.

numpy opencv python3

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/amirali5/numpy

In this repo, all about NumPy which basically a Python Library used for multidimensional array. It also has functions for working in domain of linear algebra, fourier transform, and matrices. NumPy was created in 2005 by Travis Oliphant. It is an open source project and you can use it freely.

numpy

Last synced: 30 Apr 2026

https://github.com/priyansusahoo/face_recognition

Major Project: Attendance system project using Face Recognition

face-recognition numpy opencv-python python3

Last synced: 30 Apr 2026

https://github.com/dina-hosny/import-preprocess-and-visualize-a-dataset-project

A simple project to practice importing a dataset, data cleaning and preparation processes, and visualize the results to answer some given questions.

data-cleaning data-engineering data-science data-visualization jupyter-notebook matplotlib numpy pandas python

Last synced: 30 Apr 2026

https://github.com/omarsaad21/it-salary-eda

A python EDA project implemented on IT department salaries data we made data exploration and made data visulization for some questions on dataset

data explotary-data-analysis juypter-notebook numpy pandas python visualization

Last synced: 30 Apr 2026

https://github.com/gill-singh-a/radial-velocity-of-star

A Program that approximates the number of exoplanets and their data (Mass, Radius of Revolution and Time Period of Revolution) present in a star system given the Radial Velocity of Star with noise

astronomical-data-analysis astronomy exoplanets fourier-transform matplotlib numpy physics python python-3 science stars

Last synced: 30 Apr 2026

https://github.com/pramodyasahan/grade-predictor

This project aims to predict student performance based on various features such as job, study time, failures, absences, and first and second period grades. The project utilizes a linear regression model from the scikit-learn library in Python.

machine-learning matplotlib numpy pandas python regression scikit-learn

Last synced: 30 Apr 2026

https://github.com/tapishr/numpy-rnn

Implementation of an RNN using numpy library in python

numpy python recursive-neural-network rnn

Last synced: 30 Apr 2026

https://github.com/ebadshabbir/naive_bayes_classification-gaussain-

A Python project that applies Naive Bayes classification to predict user purchases based on age and salary using the Social Network Ads dataset. The project includes data preprocessing, model training, prediction, and visualization of decision boundaries for both training and test datasets.

classification gaussian jupyter-notebook machine-learning matplotlib-pyplot naive-bayes-classifier numpy pandas python

Last synced: 30 Apr 2026

https://github.com/tsar123/coffee-quality-analysis

machine learning using RandomForestRegressor and dataset with coffee data

coffee ml numpy pandas randomforestregressor regressor-models sklearn

Last synced: 30 Apr 2026

https://github.com/rijul007/smartwatch-data-analysis-using-python

Smartwatch Data Analysis to uncover insights into health and activity patterns using Python for data cleaning, exploratory analysis, and interactive visualizations.

data-analysis data-science data-visualization exploratory-data-analysis jupyter-notebook matplotlib numpy pandas plotly python

Last synced: 30 Apr 2026

https://github.com/blankscreen-exe/triple-trial-card-maker

Triple Triad Card maker for a game inspired by Final fantasy

card-game numpy opencv python tripletriad

Last synced: 30 Apr 2026

https://github.com/fikri-rouzan/data-science-mathematics

Proyek implementasi perhitungan matematika untuk klasifikasi probabilistik Naive Bayes serta eksperimen statistik A/B testing pada sistem rekomendasi dan pengembangan perangkat lunak.

jupyter-notebook matplotlib numpy pandas python scipy seaborn

Last synced: 08 Jun 2026

https://github.com/mayankfreelancer/advanced-sales-analytics-dashboard-power-bi-

This interactive Power BI dashboard provides a comprehensive analysis of sales data across regions, categories, and time periods. The project aims to uncover key trends in total sales, profit, quantity sold, and product performance, using advanced visualizations and forecasting techniques. 🛠 Tools & Techniques Used: Power BI

dashboard data-science data-visualization excel numpy pandas powerbi python sales-analysis sql

Last synced: 30 Apr 2026

https://github.com/gabboraron/python_nyelvtan

Egy python nyelvi elemekkel fogallkozó kurzus jegyzete.

ai matplotlib-pyplot numpy pandas

Last synced: 30 Apr 2026

https://github.com/yashbhutwala/pong-ai

Deep Q-Learning Networks vs. Policy Gradient Learning in OpenAI Gym's Pong Environment

deep-q-learning numpy openai-gym policy-gradient pong python tensorflow

Last synced: 30 Apr 2026

https://github.com/favalos/myway-to-nn

Project to store my understanding of Neural Networks.

jupiter-notebook neural-network numpy

Last synced: 30 Apr 2026

https://github.com/pedasoft-consult/sentiment_analysis

This project involves analyzing customer reviews to classify them as positive or negative using Logistic Regression. The workflow includes text preprocessing, feature extraction, training a model, making predictions, and evaluating its performance.

nltk numpy pandas sklearn

Last synced: 30 Apr 2026

https://github.com/sayginsaman/hand-gesture-desktop-controller

A comprehensive Python application that transforms your webcam into a powerful desktop control interface using computer vision and hand gesture recognition. Control media playback, volume, scrolling, and navigation with simple hand gestures - no mouse or keyboard required!

chmod gesture gesture-control gesture-detection gesture-recognition gestures media mediapipe numpy opencv pip pyautogui python

Last synced: 30 Apr 2026

https://github.com/darinochka/course_python_iad

ДЗ\Семинары майнора "Интеллектуальный анализ данных"

machine-learning numpy pandas python3

Last synced: 30 Apr 2026

https://github.com/alphan26/airbnb-data-visualization

I've used the airbnb new york dataset from kaggle to make a comprehensive data visualization using pandas, seaborn, matplotlib.

machine-learning matplotlib numpy pandas python seaborn

Last synced: 30 Apr 2026

https://github.com/lmizner/codecademy_biodiversity

Using knowledge of data analysis to interpret data about endangered animals for the National Park Service

barplot jupyter-notebook matplotlib-pyplot numpy pandas python seaborn

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
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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 35 Videos 34 🎲 Statistics & Probability 34 Web 33