Learn Data science

• Python

• Data Science

• Machine Learning

Python for DataScience

• Python

• Data Science

• Machine Learning

How to take the Exploratory Data-analysis Module

• Data Science

• Machine Learning

K-means Project Tutorial

Use k-means algorithm to segment houses based on their coordinates.

• Data Science

• Machine Learning

NLP Project Tutorial

Create a url spam detector using NLP techniques and Support Vector Machine algorithm

• Data Science

• Machine Learning

Regularized Linear Regression Project Tutorial

Use a dataset with a lot of variables to practice your regularized linear regression skills and select only some of the features for your model

• Data Science

• Machine Learning

Alternative time series project

Use ARIMA model o create a cpu usage anomaly detection model.

• Data Science

• Machine Learning

Decision Tree Project Tutorial

Use decision tree algorithm to diagnose diabetes by using patiente medical information from previous medical exams

• Data Science

• Machine Learning

• Logistic Regression

Logistic Regression Project Tutorial

Logistic Regression is the ideal first algorithm to learn how to model. Without doing much cleaning, train your model and optimize until you are satified with your evaluation and results.

• Python

• Numpy

• Data Science

Numpy Tutorial Exercises

This interactive tutorial will help you become familiar on it, master the most used functionalities and help you clean up your first datasets

• Python

• Data Science

• Machine Learning

Introduction to Pandas

• Data Science

• Calculus

Integrals and Derivatives

• Data Science

• Machine Learning

K-nearest neighbors Project Tutorial

Use KNN algorithm to build a simple movie recommender system.

• Data Science

• Machine Learning

Naive Bayes Project Tutorial

Use Naive Bayes algorithm to classify apps reviews as good or bad.

• Data Science

• Machine Learning

Random Forest Project Tutorial

Use Random Forest algorithm to predict a marketing campaign success by predicting the campaign impressions

• Python

• Flask

• Data Science

ML web app using Streamlit tutorial

Use Streamlit to create a machine learning web application.

• Data Science

• Machine Learning

Image Classifier Project Tutorial

Use a deep learning algorithm to build an image classifier.

• Data Science

• Data Processing

Data Preprocessing Project Tutorial

This is a dataset that contains Airbnb data on New York City. You will use it to practice your new EDA (exploratory data analysis) and data wrangling skills.

• Python

• Numpy

• Data Science

Introduction to Numpy

• Python

• Numpy

• Data Science

Real Estate Data Cleanup

Prepare a real dataset to later train a machine learning model

• Python

• Flask

• Data Science

ML web app using Flask tutorial

Use Flask to create a machine learning web application to predict Titanic survival.

• Data Science

• Machine Learning

Boosting Algorithms Project Tutorial

Use XGBoost algorithm

• Data Science

• Machine Learning

Time Series Project Tutorial

Use your new skills to help American Express improve their default prediction model.

• Data Science

• Machine Learning

Linear Regression Project Tutorial

How much will your insurance cost based on a set of variables? Use this small dataset to model the relationship between several explanatory variables and a numerical target using a linear regression algorithm.

• Python

• Data Science

• Machine Learning

Machine Learning Final Project

These are your machine learning final project instructions

• Python

• Data Science

• Machine Learning

Pandas for Machine Learning

Learn the basics and become comfortable using pandas for manipulating machine learning datasets.