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Learn Machine learning

Lessons, exercises, and projects about Machine learning

Browse our list of curated database of projects, exercises, and lessons to learn Machine Learning

  • Data Science

  • Machine Learning

  • Pandas

Tips and tools to build a Data Science and Machine Learning project

When building a Data Science and Machine Learning project there are things to be considered, specially if you are looking for a job. Here you find tips to make a project make a cv stand out from the crowd, and a list of sites where you can find useful datasets to kickstart your project.

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  • Flask

  • Machine Learning

  • Render.com

Deploy AI Models Using Flask and Render.com

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  • Python

  • Machine Learning

  • Data Feature Engineering

Feature Engineering

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  • Machine Learning

  • Calculus

Calculus

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  • Python

  • Numpy

  • Data Science

Introduction to Numpy

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  • Python

  • Machine Learning

  • Probability and Statistics

Linear Algebra

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  • Python

  • Machine Learning

Intro to deep learning

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  • Python

  • Machine Learning

K-nearest neighbors

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  • Python

  • Machine Learning

Random Forest

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  • Python

  • Machine Learning

Logistic Regression

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  • Machine Learning

  • Probability and Statistics

Standard Normal Table

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  • Data Structures

  • Python

  • Machine Learning

Algorithms and Data Structures Optimization

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  • Python

  • Machine Learning

Boosting Algorithms

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  • Python

  • Machine Learning

  • Data Analysis

Exploratory Data Analysis and Cleaning with Titanic

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  • Python

  • Machine Learning

Exploring Naive Bayes

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  • Python

  • Machine Learning

Model Hyperparameters Optimization

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  • Python

  • Machine Learning

Unsupervised learning

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  • Python

  • Machine Learning

  • Amazon Web Services (AWS)

Intro to AWS SageMaker

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  • Data Science

  • Machine Learning

K-means Project Tutorial

  • easy

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

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  • Data Science

  • Machine Learning

NLP Project Tutorial

  • easy

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

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  • Data Science

  • Machine Learning

Regularized Linear Regression Project Tutorial

  • easy

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

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  • Data Science

  • Machine Learning

Alternative time series project

  • easy

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

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  • Data Science

  • Machine Learning

Decision Tree Project Tutorial

  • easy

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

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  • Data Science

  • Machine Learning

  • Logistic Regression

Logistic Regression Project Tutorial

  • intermediate

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.

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  • Python

  • Machine Learning

  • Pandas

How to install python pandas?

Learn how to install Pandas in Python easily on Windows, MacOS, and Ubuntu. Follow our step-by-step guide to correctly set up Pandas for data analysis.

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  • Python

  • Machine Learning

Deploy model using Streamlit and Heroku

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  • Python

  • Machine Learning

How to Deal With Outliers

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  • Machine Learning

Feature Encoding for Categorical Variables

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  • Python

  • Data Science

  • Machine Learning

Python for DataScience

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  • Prework

  • Machine Learning

Introduction to Machine Learning

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  • Python

  • Machine Learning

Machine Learning Basics

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  • Python

  • Machine Learning

Exploring Time Series

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  • Python

  • Machine Learning

Exploring Natural Language Processing

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  • Python

  • Machine Learning

Exploring Decision Trees

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  • Python

  • Machine Learning

Model Evaluation

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  • Python

  • Machine Learning

  • Pandas

Bernoulli Probability with Python

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  • Python

  • Numpy

  • Machine Learning

Hypothesis Testing

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  • Python

  • Machine Learning

  • Pandas

Intro to Matplotlib

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  • Python

  • Machine Learning

  • Pandas

Plotting Distributions with Python

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  • Python

  • Machine Learning

  • Pandas

Plotting Functions With Python

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  • Python

  • Machine Learning

Decision Trees

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  • Python

  • Machine Learning

Natural Language Processing

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  • Python

  • Machine Learning

Naive Bayes

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  • Data Science

  • Machine Learning

K-nearest neighbors Project Tutorial

  • easy

Use KNN algorithm to build a simple movie recommender system.

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  • Data Science

  • Machine Learning

Naive Bayes Project Tutorial

  • easy

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

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  • Data Science

  • Machine Learning

Random Forest Project Tutorial

  • easy

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

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  • Python

  • Flask

  • Data Science

ML web app using Streamlit tutorial

  • easy

Use Streamlit to create a machine learning web application.

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  • Data Science

  • Machine Learning

Image Classifier Project Tutorial

  • easy

Use a deep learning algorithm to build an image classifier.

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  • Python

  • Data Science

  • Machine Learning

Pandas for Machine Learning

  • beginner

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

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  • Python

  • Machine Learning

  • Render.com

Deploy Models using Streamlit and Render.com

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  • Python

  • Machine Learning

How to Deal With Missing Values

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  • Machine Learning

Cookicutter

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  • Python

  • Data Science

  • Machine Learning

Introduction to Pandas

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  • Machine Learning

  • Amazon Web Services (AWS)

Cloud Computing

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  • Python

  • Machine Learning

Exploring Neural Networks

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  • Python

  • Machine Learning

Time Series

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  • Python

  • Machine Learning

Support Vector Machine

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  • Python

  • Machine Learning

Regularized Linear Models

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  • Python

  • Data Science

  • Machine Learning

How to take the Exploratory Data-analysis Module

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  • Python

  • Machine Learning

  • Pandas

Plotting Binomial Distribution with Python

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  • Python

  • Numpy

  • Machine Learning

Random Variables

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  • Machine Learning

  • Probability and Statistics

Probability

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  • Python

  • Machine Learning

Exploring Linear Regression

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  • Python

  • Machine Learning

  • Pandas

Binomial Probability with Python

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  • Python

  • Machine Learning

Linear Regression

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  • Python

  • Flask

  • Machine Learning

Deploy model using Flask and Heroku

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  • Pandas

  • Python

  • Machine Learning

Real Estate Data Cleanup

  • easy

Prepare a real dataset to later train a machine learning model

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  • Python

  • Flask

  • Data Science

ML web app using Flask tutorial

  • easy

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

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  • Data Science

  • Machine Learning

Boosting Algorithms Project Tutorial

  • easy

Use XGBoost algorithm

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  • Data Science

  • Machine Learning

Time Series Project Tutorial

  • easy

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

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  • Data Science

  • Machine Learning

Linear Regression Project Tutorial

  • easy

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.

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  • Python

  • Data Science

  • Machine Learning

Machine Learning Final Project

  • easy

These are your machine learning final project instructions

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  • Python

  • Numpy

  • Data Science

Numpy Tutorial Exercises

  • intermediate

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

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