NumPy | Ecosyste.ms: Awesome

https://github.com/justinlubin/cobbler

Refactor programs to use library functions!

elm numpy program-synthesis python refactoring

Last synced: 18 Nov 2024

https://github.com/prakharjadaun/ml-learn-with-me

Learn Machine learning and its different algorithms with me. In this repo, I upload well explained ml algorithms and topics related to statistics.

backpropagation data-visualization keras-neural-networks learn-with-me machine-learning numpy seaborn

Last synced: 18 Jan 2025

https://github.com/eve-ning/numpy_as_strided_guide

NumPy as_strided Guide

numpy numpy-tutorial python

Last synced: 08 Feb 2025

https://github.com/bemwamalak/mathsolver

A math solver project made for mathematics course at Cairo University.

linear-algebra numpy python sympy

Last synced: 13 Nov 2024

https://github.com/trainingbypackt/data-visualization-with-python-elearning

Create an impact with meaningful data insights using interactive and engaging visuals

data-visualization datascience geoplotlib matplotlib numpy pandas python seaborn

Last synced: 14 Nov 2024

https://github.com/chrismaree/icao-weather-analysis-python

Repository for ELEN3007 - Probabilistic Systems Analysis Assignment assignment using Jupyter Notebooks and Numpy to preform calculations

jupyter-notebook numpy

Last synced: 16 Jan 2025

https://github.com/ranjan2104/gesture-volume-control-opencv

Gesture Control to change the volume of a computer. We first look into hand tracking and then we will use the hand landmarks to find gesture of our hand to change the volume. This project is module based which means we will be using a previously created hand module which makes the hand tracking very easy.

comtypes ctypes handtrackingmodule math mediapipe-hands numpy opencv python3 time

Last synced: 11 Nov 2024

https://github.com/nengo/nengo-gyrus

Recursively generate large-scale Nengo models using NumPy semantics.

functional-programming nengo neural-networks numpy python

Last synced: 25 Jan 2025

https://github.com/jananiarunachalam/Data-Science-Portfolio

Data Science Projects Repository

analytics api data-cleaning data-science data-visualization databases deep-learning excel machine-learning numpy pandas plotly predictive-modeling python3 r r-programming sql

Last synced: 27 Nov 2024

https://github.com/jesussantana/ibm-data-analysis-with-python-da0101en

This course will take you from the basics of Python to exploring many different types of data.

anova correlation data-analysis model-evaluation numpy pandas prepare-data python regression-models statistics

Last synced: 12 Nov 2024

https://github.com/marcelovilla/gdal-py-snippets

Small different-purpose programs using gdal-python bindings (and a fair amount of NumPy)

gdal gdal-python numpy ogr pandas python raster shapefile

Last synced: 23 Jan 2025

https://github.com/simoesleticia/numpy-studies

Explorando e aprimorando habilidades em NumPy

numpy numpy-tutorial python studies

Last synced: 16 Nov 2024

https://github.com/azogue/rpi_docker_base

Docker container for RPI3 SaaS development, with Python 3.6.6, Numpy, Pandas and Scipy installed

docker-image numpy pandas python-3-6 scipy

Last synced: 05 Feb 2025

https://github.com/akash-rajak/image-editor

Python Script for editing image.

cv2 image-editor numpy os python3 random tkinter

Last synced: 01 Feb 2025

https://github.com/aidarkhaibulov/chaos-cubes-art

Computer graphics artwork. It's raster graphics which simulates Brownian motion.

bresenham-algorithm brownian-motion computergraphics matplotlib numpy

Last synced: 22 Jan 2025

https://github.com/bhavik-jikadara/car-price-prediction

Car price prediction system to effectively determine the worthiness of the car using a variety of features.

car-price-prediction carpriceprediction dataset machinelearning numpy pandas

Last synced: 18 Jan 2025

https://github.com/izam-mohammed/celebrity-classification

In this end-to-end data science and machine learning project 📊, we classify sports personalities 🏀. After Hyperparameter tuning 🔧, I found that a Support Vector Machine (SVM) is the best for this classification 🏆. The model has 85% accuracy 📈 in classifying images 📸.

flask image-classification machine-learning ml-project model numpy pandas python svm

Last synced: 09 Jan 2025

https://github.com/lucasalegre/backpropagation

Implementation of a fully connected neural network from scratch using numpy.

classification machine-learning neural-network numpy

Last synced: 01 Feb 2025

https://github.com/w-edward/youtube-keyword-popularity-analyzer

An effort to discover the top trending keywords on Youtube.

data-analysis node-js numpy python webscraping youtube-api

Last synced: 16 Jan 2025

https://github.com/amypad/numcu

Numerical CUDA-based Python library

array buffer c cpp cpython cpython-api cpython-extensions cuda cxx hacktoberfest numpy python vector

Last synced: 25 Nov 2024

https://github.com/analyticalmonk/blaze_getting_started

Introduction to the Blaze ecosystem.

blaze jupyter-notebook numpy pandas pydata python3

Last synced: 31 Dec 2024

https://github.com/nafisalawalidris/data-visualization-with-python

In the final project of Data Visualisation with Python, you create impactful visualizations using popular libraries like Matplotlib, Seaborn, and Plotly. Apply skills learned throughout the course to analyze real-world data, effectively communicate insights, and enhance your data visualisation proficiency.

dash dashboards data-visualization folium jupyter-notebook matplotlib numpy python seaborn

Last synced: 23 Jan 2025

https://github.com/nemeslaszlo/pagerank_and_hits

PageRank and Hyperlink-Induced Topic Search (HITS) link analysis algorithms.

hits-algorithm jupyter-notebook numpy pagerank-algorithm

Last synced: 29 Jan 2025

https://github.com/trainingbypackt/data-wrangling-with-python-elearning

Creating actionable data from raw sources

beautifulsoup4 data-science data-wrangling matplotlib numpy pandas python web-scraping

Last synced: 14 Nov 2024

https://github.com/raihan4520/ml

A collection of machine learning projects showcasing various algorithms and techniques, including a final project for the Machine Learning course at AIUB.

data-preprocessing jupyter-notebook machine-learning model-evaluation numpy pandas python scikit-learn

Last synced: 11 Feb 2025

https://github.com/datarohit/walk-or-run-image-classification

This is Deep Learning project made using InveptionV3 model and Images taken from Kaggle to predict if the person in Image is Walking or Running.

cnn-classification inceptionv3 keras keras-tensorflow matplotlib numpy tensorflow

Last synced: 15 Feb 2025

https://github.com/datarohit/clothes-size-prediction

This dataset has the age, weight, height, etc about people and the size of clothes that they wear. This dataset has a lot of outliers in it thus reducing the accuracy of the model.

classification machine-learning matplotlib-pyplot numpy pandas seaborn sklearn

Last synced: 15 Feb 2025

https://github.com/princebanerjee04/darpansur

"Darpan-Sur" application, your personalized music recommendation platform designed to cater to your emotions. “Darpan-Sur” uses advanced AI algorithms to curate playlists that perfectly match your current mood, making every song a reflection of how you feel. Say goodbye to generic playlists and embrace the power of emotion in your music experience.

cv2 keras mediapipe numpy python tkinter

Last synced: 27 Nov 2024

https://github.com/jesussantana/data-science-with-python-it-academy

Learn how to extract value from data by ingesting, transforming, storing, analyzing, and visualizing data

classification-model clustering-methods dash data-analysis data-mining data-science database machine-learning matplotlib mongodb numpy pandas plotly python3 regression-models seaborn sklearn sql web-scraping

Last synced: 12 Nov 2024

https://github.com/hamdivazim/examresultsjupyter

A project I made back in 2021! Plots graphs using csv data.

graphing ipython-notebook jupyter-notebook matplotlib matplotlib-pyplot numpy pandas seaborn table

Last synced: 12 Jan 2025

https://github.com/harveyrdonnelly/maclaurin-series-models

A library of interactive Maclaurin Series Mathematical Models written in Python, including trigonometric and exponential functions.

maclaurin-series mathematical-modelling mathematics mathematics-education matplotlib numpy python python3 seaborn

Last synced: 12 Feb 2025

https://github.com/wtanaka/ansible-role-numpy

Ansible role to install numpy for Python

ansible ansible-galaxy ansible-role ansible-roles galaxy linear-algebra linear-algebra-library linearalgebra math mathematics numpy python scientific scientific-computing

Last synced: 23 Jan 2025

https://github.com/msjahid/machine-learning-projects

A collection of machine learning projects featuring models and algorithms for supervised and unsupervised learning, model evaluation, and optimization.

jupyter matplotlib numpy pandas python scikit-learn seaborn

Last synced: 13 Feb 2025

https://github.com/soulyma/devices-price-classification-system-using-python-and-django

Devices Price Classification System (AI System) using Python and linked with Django

ai artificial-intelligence django-project django-rest-framework machine-learning matplotlib ml numpy pandas python seaborn sklearn

Last synced: 13 Feb 2025

https://github.com/noaa-mdl/grib2io-interp

Interpolation component for grib2io interfacing to the NCEPLIBS-ip library

atmospheric-science data-science f2py fortran grib2 interpolation interpolation-methods meteorology ncep nceplibs nceplibs-ip numpy weather weather-data

Last synced: 13 Feb 2025

https://github.com/bhavik-jikadara/thesparksfoundation-data_science_and_business_analytics

Data Science and Business Analytics Internship - The Sparks Foundation

data-science jupyter-notebook machine-learning matplotlib-pyplot numpy pandas python seaborn sklearn

Last synced: 03 Jan 2025

https://github.com/abaofromcug/i-love-python

this reponsitory is for python or Jupyder

jupyter-notebook machine-learning matplotlib numpy python3 scipy

Last synced: 16 Jan 2025

https://github.com/vidhi1290/python-course

Welcome to the Python Mastery Course Repository! Discover Python's depth and power through our meticulously crafted modules. From foundational concepts to advanced techniques, master loops, functions, data analysis with Pandas, and more. Join us in this exciting journey to Python proficiency! 🐍🚀

artificial-intelligence data-science dataanalysis debugging functions machine-learning merging-algorithms mongodb multithreading mysql-database numpy numpy-arrays object-oriented-programming pandas python pythonbasics regex

Last synced: 02 Feb 2025

https://github.com/crispengari/ml-data-loading

💎 This is a simple quick guide on working with files in pandas. We will be working with the following types of files and learn how to read and write using the pandas library.

ai dataframe datascience jupyter-notebook machine-learning numpy pandas python

Last synced: 16 Dec 2024

https://github.com/imharshag/time-series-analysis

This focuses on performing a time series analysis of Bitcoin revenue using a naive forecast approach. The goal is to understand the revenue trends and make simple predictions based on historical data.

google-colab jupyter-notebook numpy pandas time-series-analysis

Last synced: 17 Nov 2024

https://github.com/yuweaec/ai-programming-with-python-bertelsmann

This repository aims to provide code and information to help you develop a comprehensive understanding of Python programming in the context of artificial intelligence (AI) applications.

ai bertelsmann data-structures functions jupyter-kernels jupyter-notebook numpy object-oriented-programming pandas python python-packages pytorch scripting udacity-nanodegree

Last synced: 09 Feb 2025

https://github.com/deep-diver/logistic-regression

simple neural network without hidden layer

logistic-regression neural-network numpy

Last synced: 05 Feb 2025

https://github.com/akash-rajak/map-coloring

Python script to implement map coloring by analyzing the map in segments.

cv2 map map-coloring numpy os python3 random tkinter

Last synced: 01 Feb 2025

https://github.com/ISLA-UH/redpandas

Pandas pipeline for RedVox data

acoustics analysis data-science data-structures-and-algorithms geophysics infrasound libquantum numpy pandas redvox scipy smartphone

Last synced: 20 Nov 2024

https://github.com/aaaastark/hybrid-model-with-cnn-lstm-python

Hybrid Model with CNN and LSTM for VMD dataset using Python

cnn-architecture cnn-classification cnn-keras cnn-lstm-models cnn-model data-science deep-learning hybrid-model keras lstm-model lstm-neural-network machine-learning matplotlib numpy pandas python sklearn tensorflow vmd

Last synced: 15 Jan 2025

https://github.com/i4ds/ecallisto_ng

Ecallisto NG is a Python package tailored for interacting with Ecallisto data.

data-analysis data-visualization e-callisto ecallisto-international-network numpy pandas python spectrometer

Last synced: 09 Nov 2024

https://github.com/mdaiyub/heart-disease-prediction

Heart disease describes a range of conditions that affect your heart. Diseases under the heart disease umbrella include blood vessel diseases, such as coronary artery disease, heart rhythm problems (arrhythmia), and heart defects you’re born with (congenital heart defects), among others.

confusion-matrix data-science decision-tree-classifier gaussiannb kneighborsclassifier logistic-regression machine-learning matplotlib-pyplot numpy pandas python random-forest-classifier seaborn svc-svm

Last synced: 17 Jan 2025

https://github.com/amarlearning/linear-regression-iris-dataset

Applied Multivariable Linear Regression on Iris Dataset

beginner-project gradient-descent linear-regression machine-learning matplotlib mean-square-error multivariate-regression numpy

Last synced: 14 Nov 2024

https://github.com/akash-rajak/image-snipper

Python script to snip any part of image.

cv2 gui image image-snipping numpy python3 snip tkinter

Last synced: 01 Feb 2025

https://github.com/ranjan2104/multi-face-recognition-based-detect-system

Face Recognition System Uses for multi Face Detection. It is a Real time Detection System that can be Easily Port on any Hardware Devices due to its written in python. The Model First Train the Faces and after that Predict the output with more than 85%+ confidence due to its model classifier training with good algorithms so that predict with more accuracy by the help of OpenCV Module Haarcascade classifier and using numpy and pandas to fiIt is a Multi nd an pixel array of images and put operations over there.

datetime numpy opencv-contrib-python pandas pillow pytest-shutil python-csv time tk-tools

Last synced: 08 Jan 2025

https://github.com/sevdanurgenc/machinelearningcrashcourse

This repo consists of the topics I hold about Machine Learning Crash Course

machine-learning machine-learning-algorithms numpy pandas python tenserflow

Last synced: 29 Jan 2025

https://github.com/florianwoelki/neural-network-weed-detection

This repository contains a custom made neural network which will classify weed.

classification images multiclass-classification multiclass-neural-network neural-network numpy python3

Last synced: 27 Jan 2025

https://github.com/iravshan/data-science-and-ai

Join us

artificial-intelligence automl crisp-dm data-analysis data-cleaning data-science data-structures-and-algorithms data-visualization deep-learning machine-learning numpy pandas postgresql python scikit-learn tutorials

Last synced: 23 Jan 2025

https://github.com/gill-singh-a/rocket-simulator

Simulates the Flight of a Rocket by plotting its Altitude, Vertical Velocity, Vertical Acceleration and Vertical Forces acted upon the Rocket vs Time.

math matplotlib numpy physics python python3 rocket rocket-simulation rocket-simulator simulation simulator sympy

Last synced: 04 Jan 2025

https://github.com/ul-mds/gecko-examples

Example scripts for generating data with Gecko

data-science numpy pandas python record-linkage

Last synced: 04 Feb 2025

https://github.com/fluiddyn/transonic-demos

Demonstration of using transonic to accelerate Python

cython numba numpy pythran transonic

Last synced: 29 Jan 2025

https://github.com/amarlearning/digit-recognition-opencv-cnn

Digit recognition in live video frame using OpenCV and Convolutional Neural Network

classification-model cnn-keras computer-vision digit-recognition numpy object-detection opencv opencv-python python tracking-by-detection

Last synced: 14 Nov 2024

https://github.com/mitmul/chainer-mdn

Mixture Density Network with Chainer

chainer generative-model machine-learning mixture-density-networks numpy

Last synced: 24 Jan 2025

https://github.com/djeada/numpy-tutorials

Welcome to the NumPy Tutorials repository, your one-stop collection of learning materials for mastering NumPy, a fundamental library for scientific computing in Python.

linear-equation-solver matrix-manipulations numpy numpy-arrays system-of-equations vectors

Last synced: 05 Feb 2025

https://github.com/bhavik-jikadara/lgmvip-datascience

LetsGrowMore Virtual Internship Program 2021

data-science jupyter jupyter-notebook machine-learning matplotlib-pyplot numpy pandas python seaborn sklearn

Last synced: 03 Jan 2025

https://github.com/statute8234/chatflow

Rating: (8/10) The project uses natural language processing to create a chatbot capable of understanding user queries. It trains on a dataset of intents, tokenizing patterns, and constructing a neural network model. The model is saved for future use.

json lancasterstemmer nltk numpy pickle random tensorflow tflearn

Last synced: 19 Jan 2025

https://github.com/omkarpattnaik8080/diabetiespredictionsystem

"This machine learning project predicts diabetes risk, utilizing Python and scikit-learn. Employ AWS for model deployment, ensuring scalability and reliability. Explore predictive analytics to identify factors influencing diabetes onset, enabling proactive healthcare interventions for improved patient outcomes and disease management."

aws machine-learning matplotlib numpy pandas python

Last synced: 14 Jan 2025

https://github.com/programmer-rd-ai/moviedatascraper

Explore the cinematic universe with our IMDb web scraping project! Dive into movie data with ease, uncovering insights from cast to critical reviews. With dynamic visualizations and reliable data, let's journey through the world of movies like never before. Lights, camera, analysis!

beautifulsoup beautifulsoup4 data data-analysis jupyter-notebook matplotlib numpy pandas programming python python3 scraping seaborn software web

Last synced: 12 Jan 2025

https://github.com/omkarpattnaik8080/employeeretentionprediction

"This machine learning project predicts employee retention, employing Python and scikit-learn. Utilize AWS for model deployment, ensuring scalability and reliability. Explore predictive analytics to identify factors influencing employee turnover, facilitating proactive retention strategies for organizational stability and growth."

aws data-science machine-learning matplotlib numpy pandas seaborn

Last synced: 14 Jan 2025

https://github.com/omkarpattnaik8080/studentperformanceanalysis

"This data analytics project examines student performance using Python and Pandas. Employing statistical analysis and visualization techniques with Matplotlib, it provides insights into academic trends. Explore this repository for data-driven insights essential for enhancing educational strategies and student outcomes."

data-visualization dataanalytics datascience kaggle numpy pandas

Last synced: 14 Jan 2025

https://github.com/omkarpattnaik8080/featureengineering

"Elevating my machine learning projects with this feature engineering repository. Transforming raw data into powerful features, boosting model accuracy. by exploring curated scripts, tools, and resources for an optimized data preprocessing workflow. Unleashing the potential of data and enhancing predictive modeling effortlessly."

feature-engineering matplotlib numpy pandas seaborn

Last synced: 14 Jan 2025

https://github.com/itzzmeakhi/us-bikeshare-data

This project was done as a part of Data Analytics Nanodegree. In this project bikeshare data ( rented bikes) of three cities(washington, new york & chicago ) were taken. The patterns among the data like frequent route, frequent end and start station etc were displayed to the user based on his input (performed respect to day or month or both). The data given was processed so doesn't contain any null values, And this project is done at my beginner level so no scope of visualizations included in it.

numpy pandas python3

Last synced: 28 Jan 2025

https://github.com/babak2/epidemiological_model

ci-cd-pipeline docker epidemiological-modelling matplotlib numpy python3 simulation

Last synced: 05 Feb 2025

https://github.com/rajanmandanka07/face-recognition

This Face Recognition System allows adding new faces, training a classifier, and real-time face recognition using a webcam. Built with Python and OpenCV.

classifier-training face-recognition haar-cascade-classifier image-processing lbph-face-recognizer numpy opencv-python pillow

Last synced: 08 Jan 2025

https://github.com/masadcv/numpymaxflow

Numpy-based implementation of Max-flow/Min-cut (graphcut) for 2D/3D data

numpy python segmentation

Last synced: 14 Nov 2024

https://github.com/mgobeaalcoba/padawan_python_course

Data-oriented Python course taught for all Mercado Libre verticals

colab-notebook matplotlib numpy pandas python3 scipy-optimize scipy-stats sckiit-learn seaborn

Last synced: 19 Feb 2025

https://github.com/neo-mashiro/mri

3D volumetric medical image analysis without OpenCV.

cnn-keras matplotlib mri numpy opencv3 python tutorial

Last synced: 08 Dec 2024

https://github.com/aaronmcleancs/cvv_15m_sars-cov-2

Convolutional Neural Network for SARS-CoV-2 X-ray Classification | Optimized for Apple silicon

aws numpy python tensorflow

Last synced: 07 Dec 2024

https://github.com/liu-yucheng/aidesign-blend

AIDesign Image Fragments Blending Application

art creative design efficiency gnu-gplv3 gpl3 gplv3 image-processing numpy pillow python python3

Last synced: 09 Jan 2025

https://github.com/koushik-elite/tv-script-generation

TV Script Generation from Udacity Deep Learning Nanodegree

deep-learning machine-learning nanodegree neural-network notebook notebook-jupyter numpy python pytorch recurrent-neural-networks regression-models rnn-pytorch

Last synced: 22 Jan 2025

https://github.com/blazer-007/face_detection

haarcascade-classifier haarcascade-frontalface knn machine-learning matplotlib numpy opencv python3

Last synced: 28 Jan 2025

https://github.com/prabhupavitra/numpy-guide-for-data-science

A Hands-On NumPy Tutorial for Data Scientists

aggregations data-science fancyindexing jupyter-notebook numpy numpy-tutorial python python3 sorting vectorized-computation

Last synced: 26 Jan 2025

https://github.com/2000pawan/heart-dieases-prediction

"Excited to announce my latest project on LinkedIn! ❤️ Introducing my heart disease prediction ML model deployed on Streamlit. With the powerful Random Forest Classifier algorithm, this solution achieves an impressive accuracy of 98% on training and 93% on testing data. Join me in leveraging technology to enhance healthcare outcomes! 💻🩺 .

artificial-intelligence jupyter-notebook machine-learning numpy pandas python random-forest-classifier streamlit vscode

Last synced: 19 Feb 2025

https://github.com/shreyansh055/dynamic_pricing_strategy_055

Dynamic Pricing Strategy Project: This project utilizes machine learning algorithms in Python to optimize ride-sharing prices through real-time demand and supply analysis. By leveraging historical Uber data, it dynamically adjusts prices to maximize revenue and improve customer satisfaction.

machine-learning numpy pandas python scikit-learn

Last synced: 14 Nov 2024

https://github.com/tynab/pandas

CyberSoft Data Analyst 08 - Pandas Basic

anaconda cybersoft cybersoft-academy cybersoft-academy-da cybersoft-academy-da-08 cybersoft-academy-data-analyst cybersoft-academy-data-analyst-08 cybersoft-da cybersoft-da-08 cybersoft-data-analyst da da-08 data-analyst data-analyst-08 jupyter-notebook matplotlib numpy pandas python yan

Last synced: 02 Feb 2025

https://github.com/datarohit/california-house-price-prediction

This dataset has various features about houses in California and we have to predict the price of the houses using Regression Algorithm.

matplotlib-pyplot numpy pandas regression seaborn sklearn

Last synced: 15 Feb 2025

https://github.com/maxencebonamy/minecraft-survival

Minecraft Survival is my very first video game, which I made from scratch. It's clearly not a perfect game, but it means a lot to me.

card-game game minecraft numpy pygame python

Last synced: 18 Jan 2025

https://github.com/will-lynas/singular-value-decomposition

🧮 A visualization of Singular Value Decomposition

jupyter-notebook numpy python singular-value-decomposition

Last synced: 18 Jan 2025

https://github.com/nikoshet/amazon-customer-reviews-data-mining

Project for course 'Data Mining' for M.Sc. 'Data Science and Machine Learning' in NTUA

data-mining data-science keras-tensorflow numpy pandas python

Last synced: 09 Nov 2024

https://github.com/elcaiseri/machine-learning-from-scratch

Machine Learning using NumPy

knn linear-regression logistic-regression machine-learning mlp naive-bayes numpy

Last synced: 01 Jan 2025

https://github.com/spenceypantsy1/mnist-neural-network-with-numpy

A neural network built from scratch using NumPy to classify MNIST handwriting data. Focused on understanding the mathematics and algorithms behind deep learning.

backpropagation deep-learning image-classification machine-learning mathematics mnist neural-networks numpy python

Last synced: 28 Nov 2024

https://github.com/vlouf/phasespace

Histogram in a phase-space

histogram numpy phasespace

Last synced: 09 Jan 2025

https://github.com/gourab-sinha/zomato-data-analysis

This project is all about analysing Zomato Data using Python Packages.

numpy pandas python3 restfulapi

Last synced: 25 Nov 2024

https://github.com/nicolasperez19/mic-master-flex

MicMasterFlex is a web app that allows users to configure the positions of a microphone array on an interactive grid. Designed for audio engineers and researchers, this tool offers an intuitive interface for precise microphone placement, enabling users to simulate and optimize array setups for various acoustic applications.

ai astro audio-processing grid-configuration microphone-array numpy numpy-arrays productivity react research robotics tailwindcss typescript