4Geeks logo
About us

Learning library

For all the self-taught geeks out there, here is our content library with most of the learning materials we have produced throughout the years.

It makes sense to start learning by reading and watching videos about fundamentals and how things work.

Data Science and Machine Learning - 16 wks

Full-Stack Software Developer - 16w

Search from all Lessons

Social & live learning

The most efficient way to learn: Join a cohort with classmates just like you, live streams, impromptu coding sessions, live tutorials with real experts, and stay motivated.

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

  • python

  • machine-learning

  • render-com

Deploy Models using Streamlit and Render.com

Read lesson
  • python

  • machine-learning

How to Deal With Outliers

Read lesson
  • machine-learning

Feature Encoding for Categorical Variables

Read lesson
  • python

  • machine-learning

  • datas-science

Python for DataScience

Read lesson
  • python

  • numpy

  • machine-learning

Introduction to Numpy

Read lesson
  • machine-learning

  • prework

Introduction to Machine Learning

Read lesson
  • python

  • machine-learning

Machine Learning Basics

Read lesson
  • python

  • machine-learning

Exploring Neural Networks

Read lesson
  • python

  • machine-learning

Time Series

Read lesson
  • python

  • machine-learning

Exploring Natural Language Processing

Read lesson
  • python

  • machine-learning

Random Forest

Read lesson
  • python

  • machine-learning

Logistic Regression

Read lesson
  • python

  • big-o

  • machine-learning

Algorithms and Data Structures Optimization

Read lesson
  • python

  • pandas

  • machine-learning

Bernoulli Probability with Python

Read lesson
  • python

  • machine-learning

Boosting Algorithms

Read lesson
  • python

  • numpy

  • pandas

Descriptive Statistics Exercises Project with Python

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Random Forest Project Tutorial

  • beginner

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

Start project
  • flask

  • python

  • machine-learning

ML web app using Streamlit tutorial

  • beginner

Use Streamlit to create a machine learning web application.

Start project
  • python

  • machine-learning

  • datas-science

Image Classifier Project Tutorial

  • beginner

Use a deep learning algorithm to build an image classifier.

Start project
  • python

  • numpy

  • machine-learning

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

Start exercise
  • python

  • pandas

  • machine-learning

Plotting Distributions with Python

Read lesson
  • python

  • pandas

  • machine-learning

Binomial Probability with Python

Read lesson
  • python

  • machine-learning

Decision Trees

Read lesson
  • python

  • machine-learning

Unsupervised learning

Read lesson
  • python

  • machine-learning

  • aws

Intro to AWS SageMaker

Read lesson
  • flask

  • machine-learning

  • render-com

Deploy AI Models Using Flask and Render.com

Read lesson
  • python

  • machine-learning

How to Deal With Missing Values

Read lesson
  • machine-learning

Cookicutter

Read lesson
  • python

  • numpy

  • pandas

Real Estate Data Cleanup

  • easy

Prepare a real dataset to later train a machine learning model

Start project
  • python

  • machine-learning

  • datas-science

K-means Project Tutorial

  • beginner

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

Start project
  • machine-learning

  • aws

Cloud Computing

Read lesson
  • flask

  • python

  • machine-learning

ML web app using Flask tutorial

  • beginner

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

Start project
  • python

  • machine-learning

Intro to deep learning

Read lesson
  • python

  • machine-learning

K-nearest neighbors

Read lesson
  • python

  • machine-learning

Support Vector Machine

Read lesson
  • python

  • machine-learning

Exploring Decision Trees

Read lesson
  • python

  • machine-learning

Model Evaluation

Read lesson
  • machine-learning

  • prob-and-stats

Standard Normal Table

Read lesson
  • python

  • numpy

  • machine-learning

Random Variables

Read lesson
  • python

  • pandas

  • machine-learning

Intro to Matplotlib

Read lesson
  • python

  • machine-learning

  • datas-science

Boosting Algorithms Project Tutorial

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Time Series Project Tutorial

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Linear Regression Project Tutorial

  • beginner

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.

Start project
  • python

  • machine-learning

  • datas-science

Machine Learning Final Project

  • beginner

These are your machine learning final project instructions

Start project
  • machine-learning

  • prob-and-stats

Probability

Read lesson
  • python

  • machine-learning

Exploring Linear Regression

Read lesson
  • python

  • pandas

  • machine-learning

Plotting Functions With Python

Read lesson
  • python

  • machine-learning

Linear Regression

Read lesson
  • python

  • machine-learning

Natural Language Processing

Read lesson
  • python

  • pandas

  • machine-learning

Pandas for Machine Learning

  • beginner

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

Start exercise
  • python

  • machine-learning

  • data-feature-engineering

Feature Engineering

Read lesson
  • calculus

  • machine-learning

Calculus

Read lesson
  • python

  • pandas

  • machine-learning

Introduction to Pandas

Read lesson
  • python

  • machine-learning

  • datas-science

K-nearest neighbors Project Tutorial

  • beginner

Use KNN algorithm to build a simple movie recommender system.

Start project
  • python

  • numpy

  • machine-learning

Linear Algebra

Read lesson
  • python

  • machine-learning

Deploy model using Streamlit and Heroku

Read lesson
  • python

  • machine-learning

Exploring Time Series

Read lesson
  • python

  • machine-learning

  • datas-science

NLP Project Tutorial

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Naive Bayes Project Tutorial

  • beginner

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

Start project
  • python

  • machine-learning

Regularized Linear Models

Read lesson
  • python

  • machine-learning

  • datas-science

How to take the Exploratory Data-analysis Module

Read lesson
  • python

  • pandas

  • machine-learning

Plotting Binomial Distribution with Python

Read lesson
  • python

  • numpy

  • machine-learning

Hypothesis Testing

Read lesson
  • python

  • big-o

  • machine-learning

Algorithm Optimization Project Machine Learning

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Regularized Linear Regression Project Tutorial

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Alternative time series project

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

Decision Tree Project Tutorial

  • beginner

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

Start project
  • machine-learning

  • datas-science

  • 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.

Start project
  • python

  • machine-learning

  • data-feature-engineering

Exploratory Data Analysis and Cleaning with Titanic

Read lesson
  • python

  • machine-learning

Exploring Naive Bayes

Read lesson
  • python

  • machine-learning

Model Hyperparameters Optimization

Read lesson
  • python

  • machine-learning

Naive Bayes

Read lesson
  • flask

  • python

  • machine-learning

Deploy model using Flask and Heroku

Read lesson