Learn Machine learning

• python

• machine-learning

How to Deal With Outliers

• calculus

• machine-learning

Calculus

• python

• machine-learning

• datas-science

Python for DataScience

• python

• numpy

• machine-learning

Introduction to Numpy

• machine-learning

• prework

Introduction to Machine Learning

• python

• machine-learning

Machine Learning Basics

• python

• machine-learning

Exploring Neural Networks

• python

• machine-learning

Time Series

• python

• machine-learning

Exploring Natural Language Processing

• python

• machine-learning

Random Forest

• python

• machine-learning

Logistic Regression

• python

• big-o

• machine-learning

Algorithms and Data Structures Optimization

• machine-learning

• prob-and-stats

Standard Normal Table

• python

• pandas

• machine-learning

Pandas for Machine Learning

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

• python

• big-o

• machine-learning

algorithm-optimization-project-machine-learning

Learn the basics on how to optimize or better build algorithms in python for Machine Learning

• 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

• machine-learning

• data-feature-engineering

Exploratory Data Analysis and Cleaning with Titanic

• python

• pandas

• machine-learning

Plotting Distributions with Python

• python

• machine-learning

Model Hyperparameters Optimization

• python

• machine-learning

Naive Bayes

• python

• flask

• machine-learning

Deploy model using Flask and Heroku

• python

• machine-learning

• data-feature-engineering

Feature Engineering

• machine-learning

Cookicutter

• 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.

• machine-learning

• aws

Cloud Computing

• 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

Intro to deep learning

• python

• machine-learning

K-nearest neighbors

• python

• machine-learning

Support Vector Machine

• python

• machine-learning

Exploring Decision Trees

• python

• machine-learning

Model Evaluation

• python

• pandas

• machine-learning

Plotting Binomial Distribution with Python

• python

• numpy

• machine-learning

Random Variables

• python

• machine-learning

Boosting Algorithms

• python

• numpy

• pandas

descriptive-statistics-exercises-project-with-python

Use your numpy, pandas and matplotib skills to practice a little about descriptive statistics

• 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

• 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

• pandas

• machine-learning

Plotting Functions With Python

• python

• machine-learning

Exploring Linear Regression

• python

• machine-learning

Decision Trees

• python

• machine-learning

Unsupervised learning

• python

• machine-learning

• aws

Intro to AWS SageMaker

• python

• machine-learning

How to Deal With Missing Values

• machine-learning

Feature Encoding for Categorical Variables

• 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

• numpy

• machine-learning

Linear Algebra

• python

• machine-learning

Deploy model using Streamlit and Heroku

• python

• machine-learning

Exploring Time Series

• python

• machine-learning

• datas-science

NLP Project Tutorial

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

• python

• machine-learning

• datas-science

Naive Bayes Project Tutorial

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

• python

• machine-learning

Regularized Linear Models

• python

• machine-learning

• datas-science

How to take the Exploratory Data-analysis Module

• python

• pandas

• machine-learning

Bernoulli Probability with Python

• python

• numpy

• machine-learning

Hypothesis Testing

• python

• pandas

• machine-learning

Intro to Matplotlib

• 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

• machine-learning

• prob-and-stats

Probability

• python

• pandas

• machine-learning

Binomial Probability with Python

• python

• machine-learning

Exploring Naive Bayes

• python

• machine-learning

Linear Regression

• python

• machine-learning

Natural Language Processing