4Geeks logo
4Geeks logo
About us

Learning library

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

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

Full-Stack Software Developer

Data Science and Machine Learning - 16 wks

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 Data science

Lessons, exercises, and projects about Data science

Browse our list of curated database of projects, exercises and lessons to learn Data Science

  • python

  • machine-learning

  • datas-science

Python for DataScience

Read lesson
  • python

  • numpy

  • machine-learning

Introduction to Numpy

Read lesson
  • python

  • flask

  • 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

  • datas-science

How to take the Exploratory Data-analysis Module

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
  • 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

  • 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
  • python

  • machine-learning

  • datas-science

NLP Project Tutorial

  • beginner

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

Start project
  • calculus

  • datas-science

Integrals and Derivatives

Read lesson
  • 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
  • python

  • machine-learning

  • datas-science

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

  • 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

  • machine-learning

  • datas-science

Naive Bayes Project Tutorial

  • beginner

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

Start project
  • 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

  • datas-science

Random Forest Project Tutorial

  • beginner

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

Start project
  • python

  • machine-learning

  • datas-science

ML web app using Streamlit tutorial

  • beginner

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

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

  • datas-science

  • data-processing

Data Preprocessing Project Tutorial

  • beginner

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.

Start project