project-based-learning

Project Based Learning

A list of programming tutorials in which learners build an application from scratch. These tutorials are divided into different primary programming languages. Some have intermix technologies and languages.

Table of Contents:

• C/C++
• Python
• Additional resources

C/C++:

• Build an Interpreter (Chapter 14 on is written in C)
• Write a Shell in C
• Write a FUSE Filesystem
• Build Your Own Text Editor
• Build Your Own Lisp
• How to Program an NES Game in C
• Write an OS from scratch
• How to Write an Emulator (CHIP-8 interpreter)
• Beginning Game Programming with C++ and SDL
• Implementing a Key-Value Store
• Writing a minimal x86-64 JIT compiler in C++
  • Part 1
  • Part 2
• Build a Live Code-reloader Library for C++
• Write a hash table in C
• Let's Build a Simple Database
• Let's Write a Kernel
• Write a Bootloader in C
• Linux Container in 500 Lines of Code
• Write a C compiler
  • Part 1: Integers, Lexing and Code Generation
  • Part 2: Unary Operators
  • Part 3: Binary Operators
  • Part 4: Even More Binary Operators
  • Part 5: Local Variables
  • Part 6: Conditionals
  • Part 7: Compound Statements
  • Part 8: Loops
• Implementing a Language with LLVM
• Meta Crush Saga: a C++17 compile-time game
• High-Performance Matrix Multiplication
• Space Invaders from Scratch
  • Part 1
  • Part 2
  • Part 3
  • Part 4
  • Part 5
• Tetris Tutorial in C++ Platform Independent
• Writing a Linux Debugger
  • Part 1: Setup
  • Part 2: Breakpoints
  • Part 3: Registers and memory
  • Part 4: Elves and dwarves
  • Part 5: Source and signals
  • Part 6: Source-level stepping
  • Part 7: Source-level breakpoints
  • Part 8: Stack unwinding
  • Part 9: Handling variables
  • Part 10: Advanced topics

Network programming

• Let's Code a TCP/IP Stack

  • Part 1: Ethernet & ARP
  • Part 2: IPv4 & ICMPv4
  • Part 3: TCP Basics & Handshake
  • Part 4: TCP Data Flow & Socket API
  • Part 5: TCP Retransmission

• Programming concurrent servers

  • Part 1 - Introduction
  • Part 2 - Threads
  • Part 3 - Event-driven
  • Part 4 - libuv
  • Part 5 - Redis case study
  • Part 6 - Callbacks, Promises and async/await

OpenGL:

• Creating 2D Breakout game clone in C++ with OpenGL
  • Breakout
  • Setting up
  • Rendering Sprites
  • Levels
  • Collisions
    • Ball
    • Collision detection
    • Collision resolution
  • Particles
  • Postprocessing
  • Powerups
  • Audio
  • Render text
  • Final thoughts
• Handmade Hero
• How to Make Minecraft in C++/OpenGL (video)

Python:

Web Scraping:

• Mining Twitter Data with Python
• Scrape a Website with Scrapy and MongoDB
• How To Scrape With Python and Selenium WebDriver
• Which Movie Should I Watch using BeautifulSoup

Web Applications:

• Build a Microblog with Flask
• Create a Blog Web App In Django
  • Part I : Introduction
  • Part II : Extension To Add More Features
• Choose Your Own Adventure Presentations
• Build a Todo List with Flask and RethinkDB
• Build a Todo List with Django and Test-Driven Development
• Build a RESTful Microservice in Python
• Microservices with Docker, Flask, and React
• Build A Simple Web App With Flask
• Build a RESTful API with Flask – The TDD Way
• Create A Django API in under 20 minutes

Bots:

• Build a Reddit Bot
• How to Make a Reddit Bot - YouTube (video)
• Build a Facebook Messenger Bot
• Making a Reddit + Facebook Messenger Bot
• How To Create a Telegram Bot Using Python
  • Part 1
  • Part 2
• Create a Twitter Bot In Python

Data Science:

• Learn Python For Data Science by Doing Several Projects (video):
  • Part 1: Introduction
  • Part 2: Twitter Sentiment Analysis
  • Part 3: Recommendation Systems
  • Part 4: Predicting Stock Prices
  • Part 5: Deep Dream in TensorFlow
  • Part 6: Genetic Algorithms

Machine Learning:

• Write Linear Regression From Scratch in Python (video)
• Step-By-Step Machine Learning In Python
• Predict Quality Of Wine
• Solving A Fruits Classification Problem
• Learn Unsupervised Learning with Python
• Build Your Own Neural Net from Scratch in Python
• Linear Regression in Python without sklearn
• Multivariate Linear Regression without sklearn

OpenCV:

• Build A Document Scanner
• Build A Face Detector using OpenCV and Deep Learning
• Build a Face Recognition System using OpenCV, Python and Deep Learning
• Detect The Salient Features in an Image
• Build A Barcode Scanner
• Learn Face Clustering with Python
• Object Tracking with Camshift
• Semantic Segmentation with OpenCV and Deep Learning
• Text Detection in Images and Videos
• People Counter using OpenCV
• Tracking Multiple Objects with OpenCV
• Neural Style Transfer with OpenCV

Deep Learning:

• Using Convolutional Neural Nets to Detect Facial Keypoints
• Generate an Average Face using Python and OpenCV
• Break A Captcha System using CNNs
• Use pre-trained Inception model to provide image predictions
• Create your first CNN
• Build A Facial Recognition Pipeline
• Build An Image Caption Generator
• Make your Own Face Recognition System
• Train a Language Detection AI in 20 minutes
• Object Detection With Neural Networks
• Learn Twitter Sentiment Analysis -
  • Part I - Data Cleaning
  • Part II - EDA, Data Visualisation
  • Part III - Zipf's Law, Data Visualisation
  • Part IV - Feature Extraction(count vectoriser)
  • Part V - Feature Extraction(Tfidf vectoriser)
  • Part VI - Doc2Vec
  • Part VII - Phrase Modeling + Doc2Vec
  • Part VIII - Dimensionality Reduction
  • Part IX - Neural Nets with Tfdif vectors
  • Part X - Neural Nets with word2vec/doc2vec
  • Part XI - CNN with Word2Vec
• Use Transfer Learning for custom image classification
• Learn to Code a simple Neural Network in 11 lines of Python
• Build a Neural Network using Gradient Descent Approach
• Train a Keras Model To Generate Colors
• Get Started with Keras on a Custom Dataset
• Use EigenFaces and FisherFaces on Faces94 dataset

Miscellaneous:

• Build a Simple Interpreter
• Build a Simple Blockchain in Python
• Write a NoSQL Database in Python
• Building a Gas Pump Scanner with OpenCV/Python/iOS
• Build a Distributed Streaming System with Python and Kafka
• Writing a basic x86-64 JIT compiler from scratch in stock Python
• Making a low level (Linux) debugger
  • Part 1
  • Part 2: C
• Implementing a Search Engine
  • Part 1
  • Part 2
  • Part 3
• Build the Game of Life
• Create terminal ASCII art

Additional Resources

• React Redux Links
• Full Stack Python
• Node School
• ScotchIO
• Exercism
• Egghead.io
• Michael Herman's Blog
• Thinkster.io
• C Project Based Tutorials