NumPy | Ecosyste.ms: Awesome

https://github.com/3rd-son/svm-letter-recognition-model

jupyter-notebook letter-recognition machine-learning matplotlib numpy pandas python search svc svm

Last synced: 07 May 2026

https://github.com/vansh-py04/infosys-springboard-introduction-to-ai-ml

artificial-intelligence data-analysis data-science data-visualization exploratory-data-analysis machine-learning matplotlib numpy pandas python seaborn

Last synced: 07 May 2026

https://github.com/ayushpatel2026/stock_predictor

Neural Networks to Predict Stock Prices

data-science flask-api machine-learning neural-network numpy python pytorch

Last synced: 07 May 2026

https://github.com/shefreenkaur/web-scraping-and-word-frequencies

This project analyzes word frequencies in BC Legislative documents using Stanford CoreNLP and Python. The program extracts text from PDF documents, processes it using natural language processing techniques, and generates a comprehensive word frequency analysis.

analytics chromedriver easyocr nlp numpy pandas pymupdf python selenium stanfordcorenlp webscraping wordfrequency

Last synced: 07 May 2026

https://github.com/jimmymugendi/luxdev-week-2-boot-camp

correlation-analysis eda matplotlib numpy pandas seaborn-plots visualizations

Last synced: 07 May 2026

https://github.com/imskully/python-cv-fault-detection

Fault detection algorithm that determines whether or not a fault exists within a ring using raw computer vision.

ccl computer-vision matplotlib morphology numpy opencv python

Last synced: 07 May 2026

https://github.com/shivangmathur1/simple-qlearning

Solving gym environments using Numpy Qtables and Q-learning

gym numpy qlearning

Last synced: 07 May 2026

https://github.com/hackintoshrao/first-neural-network

Simple Neural Network with a hidden layer written from scratch using Numpy for prediction the bike sharing sales

deep-learning neural-networks numpy python

Last synced: 07 May 2026

https://github.com/ifimust/room_generator

Room generator service for 2D game levels

flask google-app-engine microservice numpy procedural-generation python

Last synced: 07 May 2026

https://github.com/pocketfullofdata/electric-vehicles-market-size-analysis

This project analyzes the growth, adoption trends, and future projections of the electric vehicle (EV) market. Using data analysis and visualization techniques, it examines key factors like sales trends, and consumer adoption to understand the evolving landscape of the EV industry.

analysis data jupyter-notebook matplotlib numpy python seaborn vscode

Last synced: 07 May 2026

https://github.com/pesala-x/data-science-ai-assessments

this is inClass practice application for Python-for-Data-Science-AI

data-types functions jupyter-notebook loops machine-learning numpy pandas-python python python3 seaborn

Last synced: 07 May 2026

https://github.com/pereira-elizabeth/aah-2d-hermitian

Minimal 2D AAH model: build, diagonalize, and plot spectrum (NumPy/Matplotlib)

condensed-matter numpy physics scipy tight-binding

Last synced: 07 May 2026

https://github.com/kavayk29/audio-classification-using-python-library

This is a audio classification Project using python Libraries such as librosa to make the visual representation of the audio files, and using numpy to make array of data for manipulation and then extraction the features for classification to train and test of CNN model.

librosa matplotlib-pyplot mfcc-features numpy pandas sklearn-library

Last synced: 07 May 2026

https://github.com/maxencebonamy/ascii-webcam

You can see yourself in real time through characters in a terminal. This project is an enhancement of another project which consists in converting an image to ASCII format, which allows, in a way, to compress it.

ascii numpy opencv python webcam

Last synced: 07 May 2026

https://github.com/jimmymugendi/bulding-a-decision-tree-to-predict-customer-churn

This repo desribes bulding a decision tree to predict customer churn in a given organisation

accuracy-score decision-tree-classifier matplotlib-pyplot numpy pandas-dataframe scikit-learn

Last synced: 07 May 2026

https://github.com/christabelsakyi/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. Dataset

imblearn machine-learning nltk numpy python sklearn

Last synced: 07 May 2026

https://github.com/jnayak1/naive_bayes_cars

Using Naive Bayes and SGD ML algorithms to predict if a new car will decrease in price

cars machine-learning naive-bayes numpy sklearn

Last synced: 07 May 2026

https://github.com/arnie1x/massive-dataset-lab

This project involves basic data manipulation with JSON files, focusing on tasks related to data processing of the MASSive dataset and file management.

data-science numpy pandas pandas-dataframe python3

Last synced: 07 May 2026

https://github.com/jpgiant/gujaratrainfallanalysis_2021

Analysis about the rainfall that occurred in the districts of Gujarat state in 2021

data-analysis exploratory-data-analysis exploratory-data-visualizations matplotlib numpy pandas-python python

Last synced: 07 May 2026

https://github.com/bettenoch/yolo_real_time_object_detector

The YOLO Real-Time Object Detector leverages the ultralytics package to provide robust object detection capabilities. This project is designed to identify and classify objects in images, video streams, and live webcam feeds with high accuracy and efficiency.

numpy object-detection object-tracking pandas python3 real-time-processing ultralytics yolov8

Last synced: 07 May 2026

https://github.com/prajakta1321/exoplanet-atmospheric-characterization-1

A machine learning project to classify exoplanets using light curve image data. Developed as part of the ML4SCI GSoC 2025 Test Task. Includes data processing, CNN-based model, and full report.

classification colab-notebook dbscan gsoc-2025 machine-learning-algorithms matplotlib-python ml numpy open-source pca-analysis python3 seaborn

Last synced: 07 May 2026

https://github.com/isabelacaldeira/plongee

Here is a program that we made using Python and Jupyter Notebook used to solve a physic problem about diving

jupyter-notebook matplotlib numpy physics python university university-project

Last synced: 08 May 2026

https://github.com/louisblankemeier/numpytex

Latex script generator that generates an aesthetically appealing table using a numpy array.

latex numpy script-generator table

Last synced: 07 May 2026

https://github.com/navid-kalaei/numpy-neural-network

Neural network implemented in Numpy to predict bike sharing on real data

deep-learning neural-network numpy python

Last synced: 07 May 2026

https://github.com/kkkooolllyyyaaa/computational_math

computational-mathematics mathematics matplotlib numerical-methods numpy

Last synced: 07 May 2026

https://github.com/manishkr1754/loan_eligibility_prediction_python

Predict Loan Eligibility for a Finance company

bivariate-analysis data-visualization decision-trees evaluation-metrics exploratory-data-analysis feature-engineering hypothesis-generation logistic-regression matplotlib model-building numpy pandas random-forest seaborn sklearn univariate-analysis xgboost

Last synced: 08 May 2026

https://github.com/reddyprasade/bird-classifications-problem

Birds Classification by using Scikit-learn and Scikit-image

matplotlib numpy pandas python-3 sckiit-learn sckit-image

Last synced: 08 May 2026

https://github.com/djdurga/predictive_analysis_in_diabetes

This project applies Logistic Regression to predict diabetes in patients using the Pima Indians Diabetes Dataset. It covers the full data science lifecycle — from data imputation and exploration to model training, evaluation, and insights.

matplotlib numpy pandas

Last synced: 08 May 2026

https://github.com/azaz9026/python_library_numpy

NumPy is a Python library used for working with arrays. It also has functions for working in domain of linear algebra, fourier transform, and matrices...

array jupyter-notebooks numpy python3

Last synced: 08 May 2026

https://github.com/haimgoldfisher/data_visualization_final_project

Final project of the Data Visualization course, Ariel university.

adaboost bayesian-learning catboost ensemble-learning gradient-boosting gridsearchcv matplotlib numpy pandas plotly seaborn semi-supervised-learning voting-classifier

Last synced: 08 May 2026

https://github.com/rsc-88/titanic

Data Science

jupyter-notebook numpy pandas python

Last synced: 08 May 2026

https://github.com/mttgdd/openfabmap-python3

Pybind11 and numpy array bindings to openFABMAP

cpp numpy openfabmap pybind11 python robotics vision

Last synced: 08 May 2026

https://github.com/momo790-m/startup-profit-prediction

Machine learning project to predict profits of new startups based on R&D, Admin, Marketing, and State data

assumptions business colab-notebook linear-regression machine-learning matplotlib numpy pandas preprocessing seaborn skit-learn sklearn

Last synced: 08 May 2026

https://github.com/dhruvil-26/python-projects

This repository contains Python projects showcasing data analysis and visualization. 1. IMDB Movie Analysis: Analyzing movie trends, genres, and ratings. 2. Loan Default Analysis EDA: Exploring factors contributing to loan defaults.

eda imdb-dataset loan-default-analysis matplotlib numpy pandas python seaborn visualization

Last synced: 08 May 2026

https://github.com/prakashjha1/stock-investment-analysis

Stock Investment Analysis Project can help investor to select the better performing stocks.

data-analysis data-science numpy pandas pandas-datareader parallel-programming python

Last synced: 08 May 2026

https://github.com/alain-godo/spotify-popularity

A simple analysis and modeling for prediction of the popularity of songs on Spotify

linear-regression machine-learning numpy pandas random-forest sckiit-learn spotify tree-decision

Last synced: 08 May 2026

https://github.com/zuecopio/vco_2425

Computer Vision (VCO) subject practices

cv2 matplotlib numpy opencv pilllow

Last synced: 08 May 2026

https://github.com/akansharajput280799/data-exploration-and-visualization-for-streaming-platform

Data Analysis and Visualization for streaming platform to provide insights and recommendations to improve their userbase.

data-visualization excel exploratory-data-analysis matplotlib numpy python seaborn

Last synced: 08 May 2026

https://github.com/octavioduarte/datascience

A repository with study notes on Data Science concepts, NumPy, pandas, and an introduction to statistics.

data-science jupyter-notebook numpy pandas

Last synced: 08 May 2026

https://github.com/amiegirl/ford_gobike-tripdata

This data set includes information about individual rides made in a bike-sharing system covering the greater San Francisco Bay area.

jupyter-notebook matplotlib numpy pandas python seaborn

Last synced: 08 May 2026

https://github.com/niteshchawla/nc-walmart-casestudy

The Management team at Walmart Inc. wants to analyze the customer purchase behavior (specifically, purchase amount) against the customer’s gender and the various other factors to help the business make better decisions. They want to understand if the spending habits differ between male and female customers:.

central-limit-theorem confidence-intervals matplotlib-pyplot numpy pandas python scipy-stats seaborn stats

Last synced: 08 May 2026

https://github.com/jahanostg/linear-regression_ml-algorithm

Linear Regression Algorithm

colab-notebook matplotlib numpy pandas scikit-learn seaborn

Last synced: 08 May 2026

https://github.com/harmanveer-2546/sports-bets-winning-algorithm

Sports betting is the activity of predicting sports results and placing a wager on the outcome.

adaboostclassifier ascii betting-models ensemble extratreesclassifier gradientboostingclassifier kneighborsclassifier labelencoder matplotlib mlpclassifier nfl nflstats numpy pandas plotly python seaborn sports-data string winning-algorithm

Last synced: 08 May 2026

https://github.com/rohansoni45/ipl-win-predictor

A machine learning model that predicts the outcome of IPL matches based on historical data and player performance. Built using Python and libraries like Pandas, NumPy, and scikit-learn. This project demonstrates the use of classification algorithms to predict match outcomes.

classification data-science ipl machine-learning model-evaluation numpy pandas python sklearn sports-analytics

Last synced: 08 May 2026

https://github.com/himanshugoyal77/movie-recommendation

Cosine similarity based Recommendation Engine

nltk numpy pandas requests-library-python tmdb-api vectorization

Last synced: 08 May 2026

https://github.com/hanzopgp/transformerneuralnetwork

Building a transformer with Keras and TensorFlow following tutorial.

artificial-intelligence deep-learning jupyter-notebook machine-learning natural-language-processing numpy personal transformer

Last synced: 08 May 2026

https://github.com/antonio-f/simple-k-nearest-neighbors

Simple K-Nearest Neighbors using partial sort

101 k-nearest-neighbors knn numpy partial-sort python tutorial

Last synced: 08 May 2026

https://github.com/alz-11/ftoc

Fahrenheit to Celsius conversion analysis, comparing accurate and approximate methods with visualizations and error analysis.

approximation celsius conversion data-visualization error-analysis fahrenheit fahrenheit-to-celsius jupyter jupyter-notebook matplotlib numpy python python-3 python3

Last synced: 08 May 2026

https://github.com/egrizq/bike_analysis

Exploring the bike sharing system to find the patterns behind user behavior by weather, season, hour, and months.

data-science matplot numpy python seaborn

Last synced: 08 May 2026

https://github.com/diloabininyeri/face-detect

python opencv face detect

artificial-intelligence deep-learning detection face facedetection machine-learning numpy object opencv people pyhton recognition

Last synced: 08 May 2026

https://github.com/moustafamohamed01/data-analysis-ecommerce-purchases

Data Analysis : Analyzing (Ecommerce Purchases) dataset from Kaggle

jupiter-notebook numpy pandas python

Last synced: 08 May 2026

https://github.com/thekartikeyamishra/data-preprocessor

A Google Colab module for interactive data preprocessing. Handles missing values, categorical encoding (One-Hot, Label), and numerical scaling (Standard, MinMax). Outputs a cleaned dataset

ipywidgets numpy pandas python scikit-learn

Last synced: 08 May 2026

https://github.com/deepcloudlabs/dcl702-2020-sep-16

DCL-702: Data Analytics using Python

data-analytics numpy pandas python python-3

Last synced: 08 May 2026

https://github.com/juanpablo70/pgad-assignment01

Breast Cancer Coimbra data set analysis

data data-science dataframe dataset jupyter-notebook matplotlib numpy pandas python

Last synced: 08 May 2026

https://github.com/0290192029/apartment-price-predictor

Python-проект по прогнозированию стоимости аренды квартир с помощью линейной регрессии. Практическая работа по теме: "Основы машинного обучения" дисциплины "МДК 13.01: Основы применения методов искусственного интеллекта в программировании".

apartment-price-prediction apartments-for-rent api correios-api data-analysis feature-engineering feature-enginering linear-regression linear-regression-models mlops numpy prediction-model r seaborn

Last synced: 08 May 2026

https://github.com/leandro-bertoluzzi/parchis-probabilities

Small weekend project to play around with numpy and help me taking decissions while playing parchís

matplotlib numpy python

Last synced: 08 May 2026

https://github.com/sahil210695/numpy-basics

A brief overview of NumPy basics

data-science numpy numpy-tutorial python

Last synced: 08 May 2026

https://github.com/filnow/tinygimp

project for image processing class

gimp numpy opencv pysimplegui python3

Last synced: 08 May 2026

https://github.com/cbmira01/featureranking

A data science technique implemented in OpenCL.

data-science entropy feature-reduction machine-learning-algorithms numpy opencl pyopencl python windows-10

Last synced: 08 May 2026

https://github.com/sunnyrao07/water-quality-analysis

A machine learning project that predicts water potability based on chemical and physical attributes, using models like Logistic Regression, Random Forest, and XGBoost.

data-cleaning label-encoding logistic-regression matplotlib model-evaluation numpy pandas pyhton random-forest sckiit-learn seaborn smote standard-scaler xgboost

Last synced: 08 May 2026

https://github.com/omogbolahan94/movies-budget-revenue-analysis

Data exploration, data cleaning, data analysis and predictive analysis

dataframe linear-regression matplotlib numpy pandas seaborn statistical-analysis

Last synced: 08 May 2026

https://github.com/samaalharbi2/100-days-of-code

This repository is a collection of 100 Python projects built as part of the "100 Days of Code: Python Developer Challenge" course.

data-science game-development machine-learning numpy pandas python udemy

Last synced: 08 May 2026

https://github.com/dhruwsunita/zomato-data-analysis-project

Zomato data analysis project using Python.

data-analysis data-visualization jupyter-notebook matplotlib numpy pandas-dataframe python

Last synced: 08 May 2026

https://github.com/ishaan28malik/masters-admission-analyser

Admissions of Indian students for foreign universities.

admission classification machine-learning matplotlib numpy python students

Last synced: 08 May 2026

https://github.com/daniel-brai/alx-t-x-udacity-data-analytics-nanodegree

A 3-month nanodegree going through the intricacies of data analysis with Python and its various libraries such Pandas, Numpy, matplotlib, seaborn and others

matplotlib numpy pandas python3

Last synced: 08 May 2026

https://github.com/kevinmbeaulieu/machine-learning-practice

ML models & data processing utilities written from scratch as practice.

data-science machine-learning numpy pandas

Last synced: 08 May 2026

https://github.com/chdl17/credit-eda-casestudy

Credit EDA is a GitHub repository designed to provide educational materials and tools for exploring credit risk data. The repository contains notebooks, datasets, and code samples to help users learn and apply these concepts to credit data.

exploratory-data-analysis numpy pandas

Last synced: 08 May 2026

https://github.com/mzayles/analise-descritiva.py

Curso Programação em Python para Data Science | Análise descritiva e mensuramento de dados de um report consolidado utilizando matplotlib.

matplotlib numpy pandas python

Last synced: 08 May 2026

https://github.com/satvikpraveen/numpymasterpro

A hands-on, production-ready toolkit to master NumPy — from first principles to real-world applications. Includes modular Jupyter notebooks, reusable utility scripts, cheatsheets, and advanced projects like K-Means clustering from scratch.

broadcasting data-analysis data-science data-source data-visualization jupyter-notebook kmeans-clustering linear-algebra machine-learning matrix-algebra numerical-computation numpy numpy-broadcasting numpy-examples numpy-tutorial open-source python scientific-computing standardization vectorization

Last synced: 08 May 2026

https://github.com/krish57-bit/sentiment-analysis-using-bert

Sentiment analysis using NLP techniques and BERT Model

matplotlib natural-language-processing nlp nltk numpy pandas seaborn sentiment-analysis

Last synced: 08 May 2026

https://github.com/saurabh274/aerofit-statistics-and-probability

The market research team at AeroFit wants to identify the characteristics of the target audience for each type of treadmill offered by the company, to provide a better recommendation of the treadmills to the new customers. The team decides to investigate whether there are differences across the product with respect to customer characteristics.

matplotlib-pyplot numpy pandas probability python seaborn statistics

Last synced: 08 May 2026

https://github.com/kkkaan/tensor-library-403-hw1

A numpy like library for tensor (gergen) operations.

deep-learning numpy python tensor

Last synced: 08 May 2026

https://github.com/nova-land/kalmanfilter-python

Kalman Filter in PyTorch and Numpy

kalman-filter numpy python pytorch

Last synced: 08 May 2026

https://github.com/fasih-khan99/resume-screening

AI-Powered Resume Screener & Ranker

ai logistic-regression nltk numpy pandas python resume-screening spacy-nlp

Last synced: 08 May 2026

https://github.com/icejan/predicton-systems

Various systems that train on data and generate a prediction

lightfm machine-learning numpy python scikit-learn

Last synced: 08 May 2026

https://github.com/amiralisajadi/image-classification-neural-network

Custom deep learning model for binary image classification. Entirely built from scratch in Python with NumPy, including all ML functions, activations, and optimizations.

deep-learning image-classification image-classification-model machine-learning neural-networks numpy

Last synced: 08 May 2026

https://github.com/ditikrushna/identify-customer-segments

In this project, Bertelsmann partners AZ Direct and Arvato Financial Solutions have provided two datasets one with demographic information about the people of Germany, and one with that same information for customers of a mail-order sales company. I have looked at relationships between demographics features, organized the population into clusters, and saw how prevalent customers are in each of the segments obtained.

clustering clustering-algorithm numpy pca

Last synced: 08 May 2026

https://github.com/shaulamarquez/data-job-market

This is a Data Job Market analysis

analysis matplotlib numpy python seaborn

Last synced: 09 May 2026

https://github.com/diegodscamara/whisperlive

🎙️ WhisperLive: Real-time audio transcription powered by OpenAI's Whisper model. Convert live speech to text with high accuracy, supporting multiple languages and real-time processing. Perfect for accessibility, content creation, and live captioning.

ai blackhole numpy python wave whisper

Last synced: 09 May 2026

https://github.com/shingiraibhengesa/house-price-predictor

A machine learning project that predicts house prices based on user input features such as square footage, number of bedrooms, and more.

machine-learning-models matplotlib numpy python scikit-learn seaborn

Last synced: 09 May 2026

https://github.com/jashmit918/image-caption-generator

Image Caption Generator

image-to-text matplotlib numpy pillow python streamlit torch transformers

Last synced: 09 May 2026

https://github.com/aliakbar-omidi/ten-most-populous-cities-of-iran

This project is to show the densely populated cities of Iran on the map

basemap matplotlib numpy pandas python

Last synced: 09 May 2026

https://github.com/alejandrolara11/data-preprocessing

Data preprocessing through the use of the libraries NumPy and pandas.

data-analysis data-cleaning data-preprocessing numpy pandas python

Last synced: 09 May 2026

https://github.com/raghavendranhp/predictive-analytics-in-automotive-manufacturing-testing-time-optimization

Explore machine learning for automotive testing optimization. Predictive analytics to reduce testing time and environmental impact.

elasticnet extratreesregressor fastica model-pipeline numpy pandas pca randomforestregressor svr-regression-prediction xgboost

Last synced: 09 May 2026

https://github.com/avinashkrishna07/plant-disease-prediction-cnn-deep-leanring-project

Plant Disease Prediction with CNN - Deep Learning Project

cnn-for-visual-recognition docker keras-tensorflow machine-learning numpy streamlit-webapp

Last synced: 09 May 2026

https://github.com/aymen016/leetcode-problems

This repo is designed to enhance your problem-solving skills through daily coding challenges, complete with clear explanations and well-structured solutions. 🎯

coding decision-making leetcode-python leetcode-solutions numpy problem-solving python

Last synced: 09 May 2026

https://github.com/jsnevt/series_temporais

Previsão de eventos que ocorrem sazonalmente

datetime matplotlib numpy pandas

Last synced: 09 May 2026

https://github.com/sameerjain/ai-snake-game

Implemented a Q-learning agent to play and learn the classic Snake game, leveraging PyTorch for Neural Network. Visualized using Matplotlib, showcasing agent's evolving performance over time. Built UI using Pygame to visualize Snake, including food, and current score.

anaconda conda matplotlib neural-network numpy pygame python3 pytorch q-learning

Last synced: 09 May 2026

https://github.com/normyee/chatbot-pytorch_nlp

ChatBot utilizing neural networks, NLP techniques, and the Bag of Words model. Implements tokenization and stemming for efficient language processing.

bag-of-words chatbotai neural-network nlp-machine-learning nltk-python numpy python pytorch-nlp

Last synced: 09 May 2026

https://github.com/ranagaballah/true-fake-news

True Fake News Detector NLP model

data-analysis data-science data-visualization deployment machine-learning matplotlib nlp numpy pandas python

Last synced: 09 May 2026

https://github.com/jupfu/beck-view-digitalize

Digitalize 16mm films with Python & reactivex & FT232H

cython ft232h libpng multiprocessing numpy opencv python3 reactivex um232h

Last synced: 09 May 2026

https://github.com/omogbolahan94/lego-analysis

Analysis of LEGO data from 1949 to 2021.

matplotlib merge numpy pandas

Last synced: 09 May 2026

https://github.com/kemalcalak/developing-driverless-vehicles

This project includes the software required for an autonomous vehicle

numpy object-detection opencv segmentation yolo

Last synced: 09 May 2026

https://github.com/mahmood-anaam/deterministic-dynamic-programming

This repository explores deterministic dynamic programming solutions for the Shortest Path Problem (SPP) and the Traveling Salesperson Problem (TSP). It includes graphical representations, a detailed Jupyter notebook, and practical implementations for optimizing travel routes and minimizing costs in various city-based scenarios.

dynamic-programming graph-theory jupyter-notebook numpy python shortest-path-problem traveling-salesperson-problem

Last synced: 09 May 2026

https://github.com/franciscomartinez45/social-network-analysis

Applied to analyze how misinformation propagates within communities. With the goal of addressing health disparities and improving health literacy particularly in minority populations, the project explores both supervised and unsupervised learning approaches to understand patterns in graph-structured data using a custom Graph Attention Network

matplotlib ml networkx numpy pytorch

Last synced: 09 May 2026

https://github.com/dhruvv1402/x-twitter-bot-python

A Python-powered Twitter bot for content generation, analytics, and automation using Twitter API v2.

huggingface-transformers matplotlib nltk numpy pandas pillow python requests schedule textblob threading tweepy twitter-api wordcloud

Last synced: 09 May 2026

https://github.com/rishieeee/spam-email-classifier

A simple machine learning project that classifies emails as spam or ham using TF-IDF and a Multinomial Naive Bayes model. The project covers data cleaning, text preprocessing, feature extraction, model training, and evaluation. A great beginner-friendly introduction to NLP and ML workflows.

multinomial-naive-bayes numpy pandas python sckit-learn tf-idf