Learn Data science

• python

• machine-learning

• datas-science

Python for DataScience

• python

• numpy

• machine-learning

Introduction to Numpy

• python

• flask

• machine-learning

ML web app using Flask tutorial

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

• python

• machine-learning

• datas-science

How to take the Exploratory Data-analysis Module

• python

• machine-learning

• datas-science

Boosting Algorithms Project Tutorial

Use XGBoost algorithm to optimize your previous models done in Titanic dataset

• python

• machine-learning

• datas-science

Time Series Project Tutorial

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

• python

• machine-learning

• datas-science

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

• machine-learning

• datas-science

Machine Learning Final Project

These are your machine learning final project instructions

• python

• numpy

• machine-learning

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

• numpy

• pandas

Real Estate Data Cleanup

Prepare a real dataset to later train a machine learning model

• python

• machine-learning

• datas-science

K-means Project Tutorial

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

• python

• machine-learning

• datas-science

NLP Project Tutorial

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

• calculus

• datas-science

Integrals and Derivatives

• python

• machine-learning

• datas-science

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

• python

• machine-learning

• datas-science

Alternative time series project

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

• python

• machine-learning

• datas-science

Decision Tree Project Tutorial

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

• python

• machine-learning

• datas-science

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

• pandas

• machine-learning

Introduction to Pandas

• python

• machine-learning

• datas-science

K-nearest neighbors Project Tutorial

Use KNN algorithm to build a simple movie recommender system.

• python

• machine-learning

• datas-science

Naive Bayes Project Tutorial

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

• python

• pandas

• machine-learning

Pandas for Machine Learning

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

• python

• machine-learning

• datas-science

Random Forest Project Tutorial

Use Random Forest algorithm to optimize your previous models done in Titanic dataset

• python

• machine-learning

• datas-science

ML web app using Streamlit tutorial

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

• python

• machine-learning

• datas-science

Image Classifier Project Tutorial

Use a deep learning algorithm to build an image classifier.

• python

• datas-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.