learning-plan

Backend

• Django Best Practices
• Django Girls Tutorial
• Learn Python Django Web
• Rapid Development with Django, Python and Google App Engine
• Treehouse: Django Basics
• Treehouse: Customizing Django Templates
• Two scoops of Django
• Hello Web App
• PyLadies Django Workshop
• Tango With Django
• Django by Example 1 week
• Django Book
• Try Django. Make a Landing Page
• Try Django. Launch with code
• Udacity: Authentication & Authorization: OAuth
• Udacity: Intro to Backend
• Udacity: Designing RESTful APIs

Business

• Facebook: Digital marketing: get started
• Facebook: Digital marketing: go further
• Google Analytics for Beginners
• Treehouse: SEO Basics
• Smartly: Marketing Fundamentals
• Thoughtbot: Analytics for Developers
• Udacity: A/B Testing
• Udacity: App Monetization
• Udacity: Get Your Startup Started
• Udacity: How to Build a Startup
• Udacity: Engagement & Monetization | Mobile Games
• Udacity: A/B Testing for Business Analysts
• Udacity: Intro to Psychology
• Udacity: Human-Computer Interaction
• Udacity: App Marketing

Computer Science

• CS50
• Codecademy: Big O
• Crashcourse: Computer Science
• Doing Math with Python
• Grokking Algorithms
• Interactive Coding Challenges
• Khan Academy: Data Structures
• Launch School: Introduction to HTTP
• Tech Interview Handbook
• Udacity: Algebra Review
• Udacity: Client-Server Communication
• Udacity: Computer Networking
• Udacity: Differential Equations in Action
• Udacity: Eigenvectors and Eigenvalues
• Udacity: Intro to Algorithms
• Udacity: Intro to Computer Science
• Udacity: Intro to Operating Systems
• Udacity: Intro to Theoretical Computer Science
• Udacity: Linear Algebra Refresher
• Udacity: Programming Languages
• Udacity: Technical Interview
• Udacity: Networking for Web Developers
• Udacity: Compilers: Theory and Practice
• HTTP & Web Servers

Database

• Codecademy: SQL Track
• Codecademy: SQL: Table Transformation
• Codecademy: SQL: Analyzing Business Metrics
• Datacamp: Intro to SQL for Data Science
• Datacamp: Joining Data in PostgreSQL
• Datacamp: Introduction to Databases in Python
• Datacamp: Querying with TransactSQL
• Khan Academy: SQL
• Launch School: Introduction to SQL
• Learn SQL the hard way
• Treehouse: Using Databases in Python
• Udacity: Intro to relational database
• Udacity: Database Systems Concepts & Design
• Udacity: SQL for Data Analysis

Data Science

• Basics of Linear Algebra for Machine Learning
• Coursera: Neural Networks and Deep Learning
• Datacamp: Analyzing Police Activity with pandas
• Datacamp: Convolutional Neural Networks for Image Processing
• Datacamp: Deep Learning in Python
• Datacamp: Data Visualization with Seaborn
• Datacamp: Intro to Portfolio Risk Management in Python
• Datacamp: Supervised Learning with scikit-learn
• Datacamp: Machine Learning with Tree-Based Models in Python
• Datacamp: Introduction to Time Series Analysis in Python
• Datacamp: Building Chatbots in Python
• Datacamp: pandas Foundations
• Datacamp: Python for R Users
• Datacamp: Parallel Computing with Dask
• Datacamp: Introduction to PySpark
• Datacamp: Introduction to Linear Modeling in Python
• Datacamp: Statistical Simulation in Python
• Datacamp: Financial Forecasting in Python
• Datacamp: Visualizing Geospatial Data in Python
• Datacamp: Biomedical Image Analysis in Python
• Datacamp: Building Recommendation Engines with PySpark
• Datacamp: Analyzing Social Media Data in Python
• Datacamp: HR Analytics in Python: Predicting Employee Churn
• Datacamp: Foundations of Predictive Analytics in Python (Part 1)
• Datacamp: Intro to Python for Finance
• Machine Learning for Finance in Python
• Datacamp: Machine Learning for Time Series Data in Python
• Datacamp: Customer Analytics & A/B Testing in Python
• Datacamp: Linear Classifiers in Python
• Datacamp: Preprocessing for Machine Learning in Python
• Datacamp: Visualizing Time Series Data in Python
• Datacamp: Intro to Financial Concepts using Python
• Datacamp: Statistical Thinking in Python (Part 1)
• Datacamp: Extreme Gradient Boosting with XGBoost
• Datacamp: Data Types for Data Science
• Datacamp: Cleaning Data in Python
• Datacamp: Importing Data in Python (Part 2)
• Datacamp: Introduction to Data Visualization with Python
• Datacamp: Network Analysis in Python (Part 1)
• Datacamp: Unsupervised Learning in Python
• Datacamp: Natural Language Processing Fundamentals in Python
• Datacamp: Merging DataFrames with pandas
• Datacamp: Importing & Managing Financial Data in Python
• Datacamp: Manipulating Time Series Data in Python
• Datacamp: Interactive Data Visualization with Bokeh
• Datacamp: Machine Learning with the Experts: School Budgets
• Datacamp: Spreadsheet basics
• Datacamp: Data Analysis with Spreadsheets
• Datacamp: Intermediate Spreadsheets for Data Science
• Datacamp: Pivot Tables with Spreadsheets
• Datacamp: Statistical Thinking in Python (Part 2)
• Datacamp: Case Studies in Statistical Thinking
• Datacamp: Network Analysis in Python (Part 2)
• Datacamp: Python Data Science Toolbox (Part 1)
• Datacamp: Python Data Science Toolbox (Part 2)
• Datacamp: Manipulating DataFrames with pandas
• Deeplizard: Keras - Python Deep Learning Neural Network API
• Deep Learning with Python
• Deep Learning for Computer Vision with Python
• Essence of Linear Algebra
• edX: Analyzing and Visualizing Data with Excel
• edX: Data Science Essentials
• edX: Essential Statistics for Data Analysis using Excel
• edX: Implementing Predictive Analytics with Spark in Azure HDInsight
• edX: Principles of Machine Learning
• edX: Amazon SageMaker: Simplifying Machine Learning Application Development
• Facebook: Field Guide to Machine Learning
• Google: Machine Learning Crash Course
• Google: ML Practicum: Image Classification
• Google: Introduction to Machine Learning Problem Framing
• Google: How Google does Machine Learning
• Google: Launching into Machine Learning
• Google: Intro to Tensorflow
• Google: Feature Engineering
• Google: Art and Science of Machine Learning
• Google: Keras Blog
• Grokking Deep Learning
• Jason Machine Learning 101 Slides
• Kaggle: Time Series with Siraj
• Khan Academy: Precalculus
• Khan Academy: Probability
• Khan Academy: Differential Calculus
• Khan Academy: Multivariable Calculus
• Khan Academy: Linear Algebra
• Make Your Own Neural Network
• Machine Learning Yearning by Andrew Ng
• Paper: Tensorflow.js
• Pluralsight: Working with Multidimensional Data Using NumPy
• Pluralsight: Deep Learning with Keras
• Pluralsight: Understanding Algorithms for Recommendation Systems
• Pluralsight: Getting Started with Jupyter Notebook and Python
• Pluralsight: How to Think About Machine Learning Algorithms
• Pluralsight: Deep Learning: The Big Picture
• Pluralsight: Building Machine Learning Models in Python with scikit-learn
• Practical Python and OpenCV
• Udacity: A Friendly Introduction to Machine Learning
• Udacity: Intro to Deep Learning with PyTorch
• Udacity: Intro to Descriptive Statistics
• Udacity: Intro to Inferential Statistics
• Udacity: Intro to Data Analysis
• Udacity: Intro to Data Science
• Udacity: Intro to Machine Learning
• Udacity: Reinforcement Learning
• Udacity: Deep Learning
• Udacity: Intro to Artificial Intelligence
• Udacity: Machine Learning for Trading
• Udacity: Problem Solving with Advanced Analytics
• Udacity: Creating an Analytical Dataset
• Udacity: Classification Models
• Udacity: Data Visualization in Tableau
• Udacity: Segmentation and Clustering
• Udacity: Time Series Forecasting
• Udacity: Statistics
• Udaity: Introduction to Computer Vision
• Spacy Tutorial
• TextBlob Tutorial Series
• The Math of Intelligence
• A friendly introduction to Recurrent Neural Networks
• Deeplizard: TensorFlow.js series
• RNN and LSTM
• How Deep Neural Networks work
• How CNN works
• Introduction to Amazon Comprehend Medical
• Introduction to Amazon Elastic Inference
• Introduction to Amazon Forecast
• Introduction to Amazon Personalize
• Introduction to Amazon SageMaker Ground Truth
• Introduction to Amazon SageMaker Neo
• Introduction to AWS Marketplace - Machine Learning Category

DevOps

• Thirty Serverless Architectures in 30 Minutes
• Codecademy: Deploy a Website
• EDX: AWS Developer: Building on AWS
• EDX: AWS Developer: Deploying on AWS
• EDX: AWS Developer: Optimizing on AWS
• Exam Readiness: AWS Certified Developer – Associate
• Pluralsight: Hands-on Ansible
• Pluralsight: Docker and Containers: The Big Picture
• Pluralsight: AWS Developer: The Big Picture
• Pluralsight: AWS Networking Deep Dive: Virtual Private Cloud (VPC)
• Pluralsight: AWS VPC Operations
• Pluralsight: Building Applications Using Elastic Beanstalk
• The Hacker's Guide to Scaling Python
• Udacity: Intro to DevOps
• Udacity: Deploying Applications with Heroku
• Udacity: Developing Scalable Apps in Python
• Udacity: Configuring Linux Web Servers
• Udacity: Scalable Microservices with Kubernetes
• Udacity: Intro to Hadoop and MapReduce
• Udemy: AWS Concepts
• Udemy: AWS Essentials
• Udemy: Serverless Concepts
• Udemy: AWS Certified Developer - Associate 2018
• Servers for Hackers Series
• Whitepaper: Architecting for the Cloud AWS Best Practices
• Whitepaper: Blue/Green Deployments on AWS
• Whitepaper: AWS Security Best Practices
• Whitepaper: Microservices on AWS
• Whitepaper: Optimizing Enterprise Economics with Serverless Architectures
• Whitepaper: Practicing Continuous Integration and Continuous Delivery on AWS
• Whitepaper: Running Containerized Microservices on AWS
• Whitepaper: Serverless Architectures with AWS Lambda
• Whitepaper: AWS Well-Architected Framework

Frontend

• Codecademy: CSS Grid
• Codecademy: HTML Projects
• Codecademy: Introduction to Javascript
• Codecademy: Learn CSS
• Codecademy: Learn Color Design
• Codecademy: Learn HTML
• Codecademy: Learn SASS
• Codecademy: Learn responsive design
• Codecademy: Make a website
• Codecademy: Make an interactive website
• Codecademy: Learn ReactJS: Part I
• Codecademy: Learn ReactJS: Part II
• Code School: Fundamentals of Design
• Code School: Blasting Off with Bootstrap
• Pluralsight: UX Fundamentals
• Pluralsight: HTML, CSS, and JavaScript: The Big Picture
• Pluralsight: CSS Positioning
• Pluralsight: Introduction to CSS
• Pluralsight: CSS: Specificity, the Box Model, and Best Practices
• Pluralsight: CSS: Using Flexbox for Layout
• Refactoring UI: The Book
• Udacity: HTML and CSS Syntax
• Udacity: Intro to HTML and CSS
• Udacity: HTML5 Canvas
• Udacity: Build high conversion web forms
• Udacity: Front End Frameworks
• Udacity: Responsive Web Design Fundamentals
• Udacity: Responsive Images
• Udacity: Build a blog
• Udacity: Offline Web Applications
• Udacity: Website Performance Optimization
• Udacity: Web Accessibility
• Udacity: Browser Rendering Optimization
• Udacity: Intro to the Design of Everyday Things
• Udacity: Intro to Progressive Web Apps
• Udemy: Understanding Typescript
• Thoughtbot: Design for Developers
• Thoughtbot: Bourbon Smash
• Treehouse: HTML
• Treehouse: HTML Forms
• Treehouse: HTML Tables
• Treehouse: HTML Video and Audio
• Treehouse: How to make a website
• Treehouse: Responsive Layout
• Treehouse: Accessibility
• Treehouse: Website Optimization
• Treehouse: Frontend Optimization
• Treehouse: Gulp Basics
• Treehouse: CSS Best Practices
• Treehouse: CSS Beyond the Basics
• Treehouse: CSS Layout Basics
• Treehouse: CSS Selectors
• Treehouse: Modular CSS with Sass
• Treehouse: SASS Basics
• Codecademy: Learn JavaScript
• Codecademy: Jquery Iterators
• Codecademy: Jquery Track
• Eloquent Javascript
• ES6
• Javascript for Cats
• JS for Beginners
• JS DOM
• Treehouse: AJAX Basics
• Treehouse: Interactive webpages with JS
• Treehouse: Javascript Loops, Arrays and Objects
• Treehouse: Javascript Basics
• Treehouse: jQuery Basics
• Treehouse: Javascript Booleans
• Treehouse: Javascript Foundations
• Treehouse: Object-Oriented JavaScript
• Udacity: Asynchronous JavaScript Requests
• Udacity: ES6 - JavaScript Improved
• Udacity: Intro to Javascript
• Udacity: Intro to AJAX
• Udacity: Intro to Jquery
• Udacity: Javascript Design Patterns
• Udacity: JavaScript Promises
• Udacity: Object Oriented JS 1
• Udacity: Object Oriented JS 2
• Udacity: JavaScript and the DOM
• Wes Bos: Javascript 30
• (ES6) - Beau teaches JavaScript
• Learning JavaScript Design Patterns

Non-Technical

• Atomic Habits
• Deep Work
• Emotional Intelligence
• Good to Great: Why Some Companies Make the Leap...And Others Don't
• Hello, Startup: A Programmer's Guide to Building Products, Technologies, and Teams
• How to Win Friends & Influence People
• Multipliers: How the Best Leaders Make Everyone Smarter
• Outliers: The Story of Success
• Rich Dad Poor Dad
• Soft Skills: The software developer's life manual
• The 10X Rule: The Only Difference Between Success and Failure
• The Airbnb Story
• The Future Computed
• The Millionaire Fastlane
• The New One Minute Manager
• The Subtle Art of Not Giving a F**k
• The Passionate Programmer
• Delivering Happiness: A Path to Profits, Passion, and Purpose
• Pluralsight: Productivity for Programmers
• Udacity: Optimize your GitHub
• Udacity: Strengthen Your LinkedIn Network & Brand
• Udacity: Data Science Interview Prep
• Udacity: Full-Stack Interview Prep
• Udacity: Front-End Interview Prep
• Udacity: Refresh Your Resume
• Udacity: Craft Your Cover Letter

Programming Language

• A Byte of Python
• Automate the boring stuff with python
• Codecademy: Learn Java
• Codecademy: Learn Python
• Codecademy: Learn Ruby
• Cognitiveclass.ai: Python for Data Science
• Datacamp: Intro to Python for Data Science
• Datacamp: Importing Data in Python (Part 1)
• Datacamp: Intermediate Python for Data Science
• Decorators - Dynamically Alter The Functionality Of Your Functions
• Dive into Python 3
• edX: Introduction to Python for Data Science
• edX: Programming with Python for Data Science
• Google's Python Class
• Learn Python The Hard way
• Python 201
• Real Python
• The Python 3 Standard Library By Example
• TheNewBoston: Python Programming Tutorials
• Treehouse: Python Basics
• Treehouse: Python collections
• Treehouse: Date and time
• Treehouse: CSV And JSON
• Treehouse: Setup Local Python Environment
• Treehouse: Regular expression
• Treehouse: Object Oriented Python
• Treehouse: Functional Programming with Python
• Treehouse: Python Decorators
• Treehouse: Write Better Python
• Udacity: Introduction to Python Programming
• Udacity: Programming Foundations with Python
• Udacity: C++ For Programmers
• Udacity: Java Programming Basics
• Udacity: Object Oriented Programming in Java
• Udacity: What is Programming?
• Writing Idiomatic Python 3

Software Engineering

• Launch School: Agile Planning
• Pluralsight: Product Owner Fundamentals
• Pluralsight: Scrum Master Fundamentals - Foundations
• Pluralsight: Security Awareness: Basic Concepts and Terminology
• Pluralsight: Secure Software Development
• Pluralsight: Clean Architecture: Patterns, Practices, and Principles
• Thoughtbot: Software Development Process
• Thoughtbot: Refactoring
• Udacity: Design of Computer Programs
• Udacity: Product Design
• Udacity: Rapid Prototyping
• Udacity: Software Architecture and Design
• Udacity: Software Development Process
• Udacity: Full Stack Foundations
• Udacity: Applied Cryptography
• Udacity: Introduction to Cybersecurity
• Udacity: Network Security
• Udacity: Intro to Information Security
• Udacity: Localization Essentials

Testing

• Pluralsight: Test-driven Development: The Big Picture
• Test Driven Development with Python
• Treehouse: Python Testing
• Thoughtbot: Fundamentals of TDD
• Udacity: Javascript Testing
• Udacity: Software Analysis & Testing
• Udacity: Software Testing
• Udacity: Software Debugging

Version Control

• Codecademy: Learn Git
• Codeschool: Try Git
• Code School: Git Real
• Datacamp: Introduction to Git for Data Science
• Girls in Technology: Git Branching
• Git-Game
• Git Immersion
• Launch School: Intro to Git and GitHub
• Learn enough git to be dangerous
• Treehouse: Git Basics
• Thoughtbot: Mastering Git
• Udacity: GitHub & Collaboration
• Udacity: How to Use Git and GitHub
• Udacity: Version Control with Git
• Udacity: Writing READMEs

Workflow

• Bash Academy
• Bash Programming
• Codecademy: Learn the Command Line
• CONQUERING THE COMMAND LINE
• Datacamp: Introduction to Shell for Data Science
• LaunchSchool: Introduction to Commandline
• Learn Enough Command Line to be dangerous
• Learn Enough Text Editor to Be Dangerous
• Mastering Pycharm
• Pluralsight: Using The Chrome Developer Tools
• Treehouse: Console Foundations
• Thoughtbot: Onramp to Vim
• Thoughtbot: Navigating Ruby Files with Vim
• Thoughtbot: tmux
• Thoughtbot: Regular Expressions
• Thoughtbot: Mastering the Shell
• Thoughtbot: Dive Into Neovim
• Udacity: Linux Command Line Basics
• Udacity: Linux Web Servers
• Udacity: Shell Workshop
• Udacity: Web Tooling & Automation
• Web Bos: Command Line Power User