Projects

Practice and develop your coding skills by building real live interactive autograded projects with solutions and video tutorials

Data Science
Python
Machine Learning

Algorithm Optimization Project for Machine Learning

beginner

Learn how to optimize and build better Python algorithms for Machine Learning. Follow a step-by-step guide, improve code performance and master key techniques. Complete exercises, compare solutions and improve your skills.

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Data Science
Python
Numpy

Descriptive Statistics Exercises Project with Python

beginner

Use your NumPy, Pandas, and Matplotlib skills to practice a little about descriptive statistics

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Bootstrap
HTML and CSS

Use JS to validate an HTML Form

beginner

Use Javascript to validate the inputs of an HTML form (on submit)

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REST
Python
Node

Build a StarWars REST API

easy

The StarWars Blog API will let you practice building a REST API using lightweight API frameworks like Express (for node) or Flask (for python) using SQLAlchemy ORM and Python language. while building a fun blog. Ideal for juniors looking to practice API development in python.

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Data Science
Machine Learning

Random Forest Project Tutorial

beginner

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

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Data Science
Python
Flask

ML web app using Streamlit tutorial

beginner

Use Streamlit to build an interactive web application that integrates a machine learning model. This will allow users to input data, make predictions, and visualize results in a user-friendly interface.

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GitHub
Markdown
Resume

Optimize your Github Profile

beginner

Build a customized github profile that stands out and showcases how you are, your projects and skills. Overall having a fun and friendly profile for recruiters and other developers to visit.

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Data Science
Python
Numpy

Probability Distributions Exercises Project in Python

beginner

Use your NumPy, Pandas, and Matplotlib skills to practice probability distributions. Complete the exercises in Python, follow the instructions to start, and submit your repository once finished. For additional help, refer to the provided solutions after attempting the problems.

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Data Science
Machine Learning

Boosting Algorithms Project Tutorial

beginner

Learn to implement boosting algorithms to enhance model performance. Using a diabetes dataset, train, tune, and evaluate boosting models. Compare results with decision trees and random forests to choose the most accurate predictor. A hands-on guide to mastering model optimization.

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HTML and CSS
HTML-and-CSS

Create a HTML5 form

beginner

Build a complete HTML5 form using various input types, including text, email, date, number, and more. Ensure proper validation and formatting while optionally using Bootstrap for styling and layout.

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Markdown
Resume
Networking

Mapping your future career in tech

beginner

Map your career to properly plan your job-search and find jobs that align with your skills and expectations

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Data Science
Machine Learning

Time Series Project Tutorial

beginner

This project focuses on using time series analysis techniques for water detection.

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Data Science
Python
Numpy

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.

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Data Science
Machine Learning

image-classifier-project-tutorial

beginner

Build an image classifier using deep learning! This project involves exploring a dataset, modeling with a neural network, and optimizing results. Train a convolutional neural network (CNN) to classify dog and cat images, refine performance with techniques like data augmentation, and evaluate the model.

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node.js
ejs
Express

Create a form in Node.js

beginner

Create a form using the EJS (Embedded JavaScript templates) and Express.js to render the HTML/CSS, validate using Node

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Back End
Data Science
SQL

Web Scraping with Python

beginner

Use python and the beautiful soup library to download, scrape, clean and visualize the revenue information

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coding standard guidelines

Coding Guidelines Challenge

beginner

Refactor your code to following industry best practices when coding

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Data Science
Python
Machine Learning

Build a linear regression model using pandas and python

beginner

Learn how to build a linear regression model from scratch: understand a new dataset, perform exploratory data analysis (EDA), model the data, and optimize your model. Discover how the $R^2$ evolves by adjusting the Lasso model's hyperparameter up to a value of 20.

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Machine Learning

Sales forecasting using arima time series modeling

beginner

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

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Data Science
Python
Numpy

Decision Tree Project Tutorial

beginner

Use the decision tree algorithm to diagnose diabetes using patients' medical information from previous exams. Preprocess the dataset, train the model, analyze the results, and optimize the model to make predictions about the presence of diabetes.

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