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Tech and Venture Capital Toolkit

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A ⭐⭐⭐⭐⭐ curated list of high quality resources (mostly free) made with ❤️ by Kati Michel. See also...

Table of Contents

People

Venture Capitalists and Angel Investors

Tech Analysts, Thought Leaders

High Profile Developers

Schools of Thought

Awards

Inventors, Economists, Philosophers

Markets and Institutional Investing

Chance

Mauboussin, Callahan, Rone, Burns, Bartholdson

Nassim Nicholas Taleb: Antifragile and The Black Swan

Nassim Nicholas Taleb's Teachings

Venture

VC Theory

Investor Frameworks

Thesis

Funding Options

Venture Capital and How Funding Works

Venture Capital Terminology- General

Venture Capital Terminology- Documents

Venture Capital Terminology- Funding Instruments

Venture Capital Terminology- Stock Classes

Venture Capital Terminology- Stock Options

Venture Capital Terminology- Rights- Pro Rata, Refusal, Pre-Emption, Redemption

Venture Capital Terminology- Rights- Senority

Venture Capital Terminology- Rights- Anti-Dilution

Venture Capital Terminology- Rights- Voting Rights

Venture Capital Terminology- Rights- Minority

Venture Capital Terminology- Rights- Activism

Endings

More

VC Firms, Accelerators, Resources

:)

Lists of VC Firms and Accelerators

Angel Investors

Accelerators

VC Funds/Accelerators

Equity

Startup Studios

Other

Accelerator, Angel, VC Firm Blogs and Learning Resources

Blogs and Whatnot

RFS, Trends, Emerging Technologies

VC Firm Numbers

VC Firm Portfolios and Anti-Portfolios

EquityZen

VC Firm Newsletters

VC Firm Demo Days

VC Firm Events

VC and Tech Videos and Podcasts

VC Firm Apps

VC Firm Alpha and Beta

Crowdfunding

Federal Opportunities and Funding

Company and Product Databases

Database List

Databases and Benchmarking- Freemium

Europe and U.K.

Database APIs

Open Companies

Searches

Buffer

Clef

Mattermark

Medium

More

Unicorns, Companies, Industry and Product Classifications, Associations

Unicorns

The Terms Behind the Unicorn Valuations

Breakout Companies

Companies and Indices

Industry and Product Classifications

Associations

Income Reports

Regulation, Business Entity

U.S. Law

Corporate Law- General

Small Business Administration- Corporate Law

IRS- Corporate Law

Benefitcorp and B Corporation

Delaware

California

Kansas

Associations

Special Rules- via AngelList

Special Rules- via IRS

Special Rules- via SEC

Special Rules- General

Securities and Exchange Commission (SEC)

IPO List

Notable SEC Filings

Central Banks/Reserves

Accounting Types

Accounting Methods

Accounting Organizations

Regulatory Agencies and Rules- Business and Finance Related

Regulatory Agencies and Rules- General

Ecommerce, Advertising, Marketing

Labor Law

Trade Unions

Patent Search and FOIA

Digital Millennium Copyright Act

Documents and Advice

Investors on GitHub

A16Z Funding and Valuation Advice

Law and Transaction Services

VCs on Standard Docs and Terms

Standard Docs and Terms

Document Libraries- Free/Freemium

Document Libraries- Not Free/Freemium

Standard Docs- International

VC Firm Pitch Deck and Operational Report Templates

Term Sheets 101

Carried Interest 101

Document Web Services

Cap Table

Raising a Seed Round- The Spreadsheet

Equity Investment Simulation

Compensation

Contracts

Aquihire

How to Read A Financial Report

IPO

Initial Public Offering of Facebook

Types of Acquisitions

Warburg Pincus

Leverage

Leveraged Buyout Firms

Economics, Models, Biases, Metrics

Finance

Corporate Finance

Valuation

Opolies

Excel and Financial Modeling

Free Market and Capitalism

Economics

Economic Models

Volatility and Stochastic Calculus

Technical and Fundamental Analysis

Options Models

Financial Market and Instruments

Rational Decisions

Public Market

Demand-Side and Supply Side Economics

General

Warren Buffet, Charlie Munger, Alphabet

Google and Alphabet

Berkshire Hathaway

Charlie Munger: The Complete Investor by Tren Griffin

Charlie Munger and A Dozen Things via Tren Griffin

Charlie Munger Mental Models via Tren Griffin

Mental Models

Charlie Munger Mental Models (A partial list of some Mental Models used by Charlie Munger, compiled from many sources by Tren Griffin)

Analyst Groups

Analyst Groups

Management Consulting Firms

Think Tanks

Business and Tech News Sources

Business News

Venture Analysis

Markets and Finance

Investor Vocab

Ivy League Business and Tech

"Discovery Blogs"

  • UCBerkley
  • CMU

STEM Journals

Tech Aggregated, Question and Answer Forums

Nuzzel Custom Feeds

Tech Periodical

Tech Longform

The Wirecutter, Consumer Reports, Popular Mechanics, Tom's Hardware

Leaderboard

General News Sources- High Brow

Question and Answer Forums

Aggregated News Sources

Eccentric

Directory of News Websites, Today's Front Pages, and NewsDiffs

Fact Checking

People

Companies

Government and International Data

Australian Gov

U.S. Departments

U.S. Open Government, Data

G8 and U.K. Data

International Organizations

International Organizations Reports and Data

International Organizations Special Reports: Business and Competitiveness

International Organizations Special Reports: Development

Social Entrepreneurship

Microcredit/Microfinance

Happiness

International Info

General Research and Learning

Learning Resources

Wikipedia

MOOCs

Foreign Language

General Research

Scholarly Journals

Libraries and Museums

Exploration

Google for Education

Events, Talks, People

Conferences (See also Designer/Developer Conferences and Python Django Conferences)

Mobile

Unconference

Google, Google Tech, and TED Talks, Charlie Rose, PBS, This American Life

Shows

Unboxing

Books and Courses

Books

Books- Historical

Courses

MOOCs

Unconscious Bias

Personality Tests

The Happiness Project

Public Speaking

Journalism Handbooks and Grammatical Style Guides

Journalism Handbooks

Journalism Style Guides

BBC

STEM and STEAM

Venture Analysis

Idea State Machine and Idea Maze

List

Surveys, Trends, Stats

Surveys

Google Insights and Trends

Apple and Google Statistics

App and Website Statistics- General

Mobile and Browser

Product/Service Directories

Wayback Machine

Market, Business Models, Pricing, Product Tiers

Market

Market Analysis

Horizontal Market, Vertical Market, Vertical Integration

Business Models

Pricing Strategies

Product Tiers

Notable Proposals and Pitch Decks

Pitch Deck Search

Notable Proposals and Pitch Decks

Templates

The Prince's Trust

Metrics

Financial Ratio

A16Z Metrics

Bill Gurley on Conversion and LTV

Objectives and key Results (OKRs)

KPIs

Pirate Metrics

Lean Startup and Launchpad

Spinoffs

Project Management

Project Management Tools and Software Engineering

Operations, Changement Management, Program Management. Project Management

Project Management

Project Management Associations, Certifications, Frameworks

Quality

Project Management Software

Agile Project Management Methodologies

Sprints

Waterfall Project Management Methodologies

Software Project Management

Software Engineering/Development

Programming and Paradigm

Modeling

Software Release Life Cycle

Software Prototyping

Software Testing

Documents and Improvement

Project Documents

Requirements

Product

Strategy

Value

Supply Chain

Business Process

Flow Chart

Improvement Schools of Thought

Research and Design Sprints

See

Basics

Heuristic

User Centered Design, User Experience, Usability

Methods

Persuasive Technology

Government Digital

See

GitHub Government

U.S. Gov., Consumer Financial Protection Bureau, Department of Veterans Affairs, Presidential Innovation Fellows, Usability Gov., 18F, Code for America, U.K. Gov., Australian Gov., - GitHub: See

U.S. Gov., U.K. Gov., Usability Gov., Australian Gov.: See

U.S. Gov.- WhiteHouse, U.S. Digital Service, C.I.O.- GitHub

U.S. Gov.- General Services Administration- GitHub

U.S. Gov- Consumer Financial Protection Bureau- GitHub

U.S. Gov- Department of Veterans Affairs- GitHub

U.S. Gov- 18F- GitHub

BBC

Estonian E-Residence

U.S. Gov.: Code for America

Agile Sprints

Google and Google Ventures, Thoughtbot, Dockyard, Hanno, Gamestorming, IDEO, Nesta DIY, Nielson Norman and Various: See

Pretotyping and Prototyping

Pretotyping

Prototyping

Device Mockups

Photoshop and Similar

Free Photos

Gifs

Prototyping Software

Quickie Websites

Quickie Mobile Apps

Turn Key Websites

Responsiveness- and Media Queries

Bootstrap, Font Awesome

Foundation

Good, Basic Templates, Themes

Kickstarters

CSS Zen Garden

Miscellaneous

Facebook and Google Design Approach

Facebook

Google

Google Material Design (See also Facebook React)

Bootstrap Material Design

Polymer

Accelerated Mobile Pages (AMP HTML)

Salesforce Lightning Design System

HubSpot

Social Media and Social Graph

Graph and Schema- General (See also Facebook Open Graph)

Web Analytics

Facebook

Facebook Developers

Facebook Tools

Google

Google Developers

Google Analytics

Google Monetization

Google Rich Snippets

Google Webmaster

Google News Publisher

LinkedIn

Pinterest

Slideshare

Snapchat

Twitter

Twitter Data

Twitter Media and News

Twitter Advanced Search

Yahoo and Bing- Developer, Webmaster, and Ads

Sharing Buttons

RRSSB

Cookies

Testing and Performance

Web Dev and Design

Web General

Whois Wikipedia

HTML

XML, XHTML

CSS

Example

Design Thinking

Design- General

Responsive Design

IBM Design Language

Watson Design Guide

Design Publications

Portfolio and Community Websites

Flickr

KPCB and John Maeda Design in Tech Report

Design Agency Playbooks

Digital Agency Playbook, Blog, Styleguide, Templates

Engineering Blogs and Designer, Developer Conferences

StackShare

List of Engineering Blogs

Individual Engineering Blogs

DevCenter

Guides for Development

Built With (Exluding Django)

Code Search

Company Design

Designer/Developer Conferences

Labs

Labs, Kitchens, Garages

Launch and Growth

Launch Strategies

Launch Guides: See

General

Epic

Tools

Growth, Marketing, and Content Resources

Advertising and Marketing

Distribution, Digital Distribution and User-Generated Content

Distribution, Growth, Sales Hacking

Marketing and Search Engine Land

Hiten Shah and Neil Patel

Popular Tools

Digital Novel

Digital Stats

Internationalization

Popular Tools

Two Factor Authentication

Google Products, Office

API

Email

Group Communication/Chat

Livestreaming, Video, Audio

Photo Hosting

Presentations (See also JavaScript Presentations Frameworks)

Document Hosting

Links

Calendar

Social Media Distribution

Social Media Distribution

Customer Relationship Management

Task Automation

Payments

File Storage

Logistics

Crowd Sourced Internet Marketplace

Docs

Admin, Hiring, Payroll

General Resources

Software and Mobile are Eating the World, Software is Reorganizing the World

Creative Destruction, Innovator's Dilemma, and Attacker's Advantage

Philosophies, Milestones

Company Internal Policies

Good Infographics

Miscellaneous

Laws

Models and Theories

Computer Lore

Notable Interviews and Presentations

Trends

Famous

Innovation and Excellence

Personal Advice

Google

Notable Quotes

Operating Systems

Unix and Linux

Unix

Linux

Linux- Ubuntu (Debian)

Linux- Ubuntu Dual Boot

Ubuntu Terminal, Command Line, and Aptget

Ubuntu- + Programs

Linux- Other Popular Distributions

Google Chrome

Mojombo Chromebook Recommendation

Chromebook Ubuntu Installation

Apple

Apple Posters of Ago

Apple El Capitan

Apple- Utilities

Apple Developer Program Membership

Apple Developer and Open Source

Apple Developer Tools

PostgreSQL

Apple- iOS

Apple- Swift

iOS- IBM and Microsoft Resources

Apple- Major Swift References

Apple- Cocoa

Apple- Package and Dependency Managers

Apple Developer Docs- Conceptual

Apple Developer Docs Navigation

Xcode References

Apple- Heroku

Virtual Box and Vagrant

Apple Presentation and Design (See also Keynotopia)

Apple MacBook Air

Apple- Refurbished, Clearance, Reuse, Recycling

Apple- Windows

Apple- Platforms and Devices

Apple- More

Mac Update

Development Environment and Programming

Computer Basics

Computer glasses (solarized dark)

Wikipedia Portals

How The Web Works

History of Technology and Computer Science

Computer Scientists

Great Unsolved Problems in Computer Science

Computing Classification

Computer Classes and Sizes

CPU and Instruction Set

Binary

Encoding

URL and IRI

General Terms

Port

Operating Systems

32 Bit vs. 64 Bit

Browser

Keyboard Shortcuts

HTTP

TCP-IP and OSI Protocols

Hidden File and Hidden Directory

Symbolic Link

Code Philosophies

12 Factor App

Semver

The Distributed Developer Stack Field Guide

Trac Project Management and DB (Used with www.djangoproject.com)

Software Stacks

Distributed and Parallel Computing

Software Manuals and Documentation

Write the Docs (Conference and Community)

MkDocs

Pandoc

Dexy

GitBook

GitHub Wiki

iPython

LaTeX

Read the Docs

Python- Django-Sphinxdoc

API Docs (see also Python- Django- Rest Framework Swagger)

Git and Markdown

Git

GitHub- Main

GitHub- Trending

GitHub Services Integration

GitHub- More

Markdown

Git Learning Resources

GitHub Alternatives

Licenses

GitHub Speaker Deck

Emoji and Other Funny Keyboard Shortcode

More Command Line and Shell

Command Line

Shell

Integrated Development Environment

cURL

Unix Shell

Bash and Zsh (Alternative)

Emacs and Vim (Text Editors)

Windows PowerShell

More Shell/Text Editors (See also Visual Studio and XCode)

Dot Files

Dot Files

Startup Class Dotfiles and AWS EC2 Setup

Programming

Open Source Management and Programming Tiers

Open Source Management, Codes of Conduct, Roadmaps

Easy (Static/Client-Side) to Difficult (Dynamic/Server-Side)

Make What You Can Complete- Example of Using Notepad as CSS and Rendering in Browser)

Learn Git/GitHub

Make Something Static/Client-Side- HTML (Can Use GitHub Browser)

Make Something Static- Jekyll (Can Use Git Bash)

Make Something Dynamic/Server-Side- Can Store Code on GitHub, but Host Elsewhere (Heroku, AWS, Digital Ocean)

  • Python, Ruby, Node.js, PHP (Dynamic and require hosting such as Heroku or AWS)

Start contributing to open source

  • Seek out mentor(s) (some frameworks such as Django have mentor lists)
  • Follow community members and projects (for instance, on Twitter) and look for opportunities
  • Look for guides in repos that explain how to contribute
  • Do a GitHub search such as "pull requests welcome"

Look for First-Timers Info

Example First-Timers Info

Example Help Tweets

Programming Learning Tools

Programming and Math Learning Tools (See also MOOCs)

Live Coding

Twitch Creative- Accounts

Text Editor and Code Demonstration

Documentation

GNU Software and Manuals

Programming Languages, MVCs

Programming Languages

Chomsky Hierarchy and Automata

Hard Coding

Scripting and MVCs

Miscellaneous Programming Languages

Ruby

Ruby- Executable Specification

Rails, Jekyll- Preferred Templates and Documents

JavaScript

AJAX

jQuery

ECMAScript and ES6, ES7 Forthcoming

Other JavaScript Helpers

JavaScript Facebook React

Webpack

Babel (JavaScript)

JavaScript Presentations Frameworks

Golang, otherwise known as "Go"

Golang Installation

Golang- Frameworks

Java- General

PHP

WampServer

PHP- Laravel- Preferred Templates and Documents

Node.js/PHP- WordPress- Preferred Templates and Documents

WP Engine

WordPress Development

WordPress Translation

Wikitech Development

Programming Language Style Guides

Styleguides- General

JavaScript Styleguide GitHub

Ruby Styleguide GitHub

Objective C Styleguide GitHub

Swift Styleguide GitHub

Python and Django Toolkit

Python and Django General

Python (See also Data Science)

Python Authorities

Pip

Virtual Environment

Pyenv

CPython

The Top-Starred Python GitHub Devs, Orgs, and Repos to Follow (All-Time and Trending)

Python- Playbooks

Python- Playbooks

Python- Django

Python- Django People and Jobs

Python- Django Community

Python- Django- News

Python- Django- Resources

Python- Django- Sites

Python- Django- Major Organizations and Projects that Use Django (Excluding Templates)

Python- Mobile

Python and Django Conferences and Mentors

Python- Users and Members

Python Mentors

Python and Django Conferences

Python and Django Conferences- Proposal Examples

Python and Django Conferences- Speaker Mentors

DjangoCon Organizers

DjangoGirls/PyCon

DjangoCon Talk Ideas

Lacey Williams Henschel- PyLadies Remote: Your First Conference Proposal!

Assistance

Python and Django Girls

Django Girls Co-Founders

Django Girls (Python- Django)

Python and Django Contributing

Python- Django- Roadmaps

Python- Django- Code of Conduct and Contributing

Python- Django- Forums and Lists

Python- Django- Slack

Python- PEP

Python- Style Guides

Python- Kenneth Reitz Contributor's Guide and Style Guides

Python- Django- Sprints: See

Python and Django Packages and Snippets

Python- Packages/Libraries

Python and Django- Creating Packages

Python- Django- Packages and Snippets

Python and Django Deployment

Python- Django- Git and Deployment

Python- PEP 3333 (Python Web Server Gateway Interface)

Python- Psycopg (Psycopg is the most popular PostgreSQL adapter for the Python programming language.)

Dedicated Python Hosting

Python- Heroku

Python- Django- AWS Elastic Beanstalk Deployment

Python- Django- Heroku Deployment

Python- Django- Django Girls Deployment (Heroku and Python Anywhere)

Python- Django- Digital Ocean Deployment

Python- Django- OpenShift Deployment

Python- Django- Environmental Variables

Python- Django- Random SECRET_KEY

Python- Django- BCrypt (Not just for Django)

Python- Fabric

Python- Django- Static File Serving

CGI and WSGI (Web Server API)

Werkzeug (Flexible WSGI) (Security Flaw)

More WSGI (See also Apache)

Gunicorn (Python WSGI HTTP Server for UNIX)

Waitress (Production-Quality Pure-Python WSGI Server)

Memcached (Object Caching)

pytest and Nose (Unit Test Extension)

Tox (Automation)

Cron

Automated Dependency Management

Python and Django Templates and Microframeworks

Python- Microframeworks and Template Engines

Python- Django- Pinax

Python- Django- Cookiecutter (See also Packages)

Python and Django Useful Tools

Python- Django- Debug Toolbar

Python- Django- Migrations

Python- Django and Celery (Also Example code)

Python- Django- Rest Framework (Including Authentication and Generic Views)

Python- Django- Rest Framework (Serialization/Deserialization)

Python- Django- Rest Framework GIS

Python- Django- Records, Requests, DJ Static, DJ Database URL

Python- Python/Django- Internationalization and Localization, Translation

GeoDjango

PostGIS (Spatial Database Extender for PostgreSQL)

SpatiaLite (Spatial Database Extender for SQLite)

Python- Django-MPTT (Modified Pre-Order Traversal Tree)

Python- Django-Treebeard (Modified Pre-Order Traversal Tree)

Python- Django- CMS, E-Commerce

Python- Django- Wagtail (Recommended)

Python- Django- Other CMS and E-Commerce Options

Python- Django- TinyMCE

Python- Django- Python Social Auth

Python- Django- Search

Python- Imaging Library

Python- Django- Forms

Python and Django Books and Tutorials

Python- Books and Tutorials

O'Reilly Test-Driven Development with Python

Python- Django Tutorials (excluding Django Girls)

Django Carrots (Python- Django)

.NET, ASP, Visual Studio, WebMatrix

.NET

ASP

ASP.NET- Home

ASP.NET- GitHub

ASP.NET- Docs

.NET and ASP.Net- Heroku

.NET and ASP.Net- AWS

ASP.NET- Docker

ASP.NET- Yeoman Generator

ASP.NET- Boilerplate

W3Schools ASP.NET

Visual Studio

WebMatrix

Nuget

Mono

.NET Platform as a Service

Xamarin (Visual Studio Community Mobile Development Partner)

Servers and Databases

Servers

Client and Server-Side

Databases

Stanford Open Classroom- Introduction to Databases

Types of Databases

Shard

SQL

SQL

SQLite (RDBMS, written in C)

PostgreSQL (ORDBMS, written in C, OS- Windows, Linux, Solaris, OS X, FreeBSD)

Postgrest (PostgreSQL API)

MySQL (RDBMS, written in C and C++, OS- Windows, Linux, Solaris, OS X, FreeBSD)

Deployment and Cloud

IANA, Domize, DNSimple, Heroku

Heroku SSL Endpoint, SSL Self Certification, Custom Domains

Namecheap

DNS

Cloud Computing- General

Private Cloud/Virtual Private Server

IaaS- General and Alternatives to AWS

PaaS- General and Alternatives to Heroku (including Google App Engine)

SaaS- General and Alternatives to GoogleApps

Ubuntu (Debian) Deployment

GitHub, AWS, Heroku Deployment

AWS Deployment/Staging- Virtual Private Networks

GitHub, Heroku, AWS SSH and SSH Keys

Amazon

Amazon Web Services

AWS Regions, Instances, Free Tier Usage, Getting Started, EC2/CLI/Linux Reference

Amazon Web Services- Lambda (See also Google Cloud Functions)

Heroku- General (Languages Supported- Java, PHP, Python, Ruby, Node.js, Clojure and Scala/Add-ons- Postgres, Mongo, Redis, Hadoop, ElasticSearch, RabbitMQ)

Heroku- Buildpacks and Getting Started (Other than Python, ASP.NET, and Node.js)

Heroku Multiple Environments and Site Staging

Digital Ocean (VPS)

Digital Ocean + Dokku/Deis (Alternative to AWS + Heroku)

Google Cloud and App Engine

Google Cloud Functions (See also Amazon Web Services- Lambda)

Nitrous (IDE)

Cross Platform Dev Environment

Content Delivery Network

Optimization

Dev Ops Tools

See also Fabric

Python- Kubernetes

Docker

VMware, Vagrant, VirtualBox

Ansible (Automation and Configuration Management)

Salt (Automation and Configuration Management)

Python- Django- Salt

Chef

Puppet Labs

More Back-end

Redis, Resque

Web Cache, Web Accelerator, Proxy Server, Reverse Proxy

Nginx (High-Performance HTTP Server, Reverse Proxy, IMAP/POP3 Proxy Server/Versus Unix Socket)

Jenkins CI and Travis CI (Continuous Integration), and PhantomJS (Testing, Automation, Scraping)

Selenium (Automated Testing)

Erlang

BSD/Free BSD

JugglingDB

CouchDB (Document-based)

Normalization

Real Time Application Frameworks

Encryption

Testing Frameworks

Event Tracking

Typeahead and Awesomeplete

SAP

Node.js and Related

Node.js

Node.js Launch and Ryan Dahl

Heroku- Node.js

Google Cloud- Node.js

MEAN

Node Add-ons

MVCs General, Backbone, Ember

Yo/Yeoman, Bower, Grunt

Compilation Resources

Extension Languages

ElasticSearch

RabbitMQ

MongoDB (Document-based)

MongoDB- Drivers and Natives

Mongoose, Mongoid, Moped, Mongomapper

V8 JavaScript Engine

Node Forks

Mobile

Mobile- General

Mobile Phones- General

Embedded Operating Systems

Android

CyanogenMod

Facebook- React-Native

Golang Mobile

Ionic Framework

Exponent.js

IDE

Emulator

Tools (Parse is Going Bye-Bye)

Deep Linking

Standards

Internet of Things (including payments)

Internet of Things- Geo-fencing

Miscellaneous

Video Gaming and Virtual Reality

Data Science

Data Monetization

Data Scientists

Machine Learning (Andrew Ng, Stanford)

Mining Massive Datasets (Stanford)

Data Science Websites

Analyst Group Resources

Data Styleguide GitHub

Kaggle

Data Science Learning Programs

Roadmaps and Cheat Sheets

Hypothesis

Mathematics

Linear/Regression (Supervised Learning)

Statistics- General

Probability

Distributions

Common Probability Distributions and Tests

More Distributions, Logarithms, Transformations

More Tests

Standard Deviation, Error, Normalization, Standard Score

Confidence and Confidence Interval

Stochastic Calculus, Stochastic Neural Network, Stochastic Gradient Descent (SGD)

The Science of Viral (See also Stochastic Calculus)

Artificial Intelligence- General

Data, Data Science, Big Data

Data Mining and Machine Learning- General

Algorithms

Online- Machine Learning, Analysis

Supervised and Unsupervised Learning

Bayesian (Supervised Learning)

Deep Learning and Neural Networks

Recommendations and Filtering

Natural Language Processing- General

Text Mining, Sentiment Analysis- General

RegEx

Web Crawling and Scraping

Graph and Tree Traversal

Statistical Packages

Facebook and Google Research

Open-Source Machine Learning and Infrastructure

Andrej Karpathy

Lambda Architecture

Hadoop, Hortonworks Sandbox, Cloudera

Apache (See also mod_wsgi)

Hadoop and MapReduce/Elastic MapReduce (Run MapReduce jobs on Hadoop or Amazon Web Services)

Apache Shark and Spark

Apache Drill

Apache Mahout

Social Network Processing

Apache- More

Log Monitoring

Apache- Python

Cascading, Cascalog, Scala, Scalding

Hadoop, MongoDB, and ElasticSearch

Python- Package Platforms

Python- Statistics Stack- Documents and Galleries

Python- Statistics Stack- NumPy

Python- Statistics Stack- SciPy

Python- Statistics Stack- MatPlotLib

Python- Statistics Stack- MatPlotLib Reference

Python- Statistics Stack- iPython

Python- Statistics Stack- iPython Reference

Python- Statistics Stack- Pandas

Python- Statistics Stack- SymPy (Symbolic Mathematics)

Python- Statistics Stack- StatsModel

Python- Statistics Stack- GGPlot

Python- Statistics Stack- Scikit-Learn

https://scikits.appspot.com/scikits

Python- Statistics Stack- Scikit-Learn Reference

Python- Integration with Other Languages

Python- Deep Learning- PyLearn2, SKLearn-Theano, Theano

Python- Image Processing- Scikit-Image (See also Python Imaging Library)

Python- Natural Language Toolkit

Python- Web Crawling and Scraping

Python- Screen Scraping

Social Network Graphing (Gilad Lotan)

Python- Pickle/JSON

R Programming Language

Microsoft R

R Markdown

MatLab

Visualization

Analytics and Dashboards

RapidMiner (Open Source) and IBM SPSS

Import.io and Kimono Labs

Unstructured Data and Data Structures- General

Data

CSV

API Methods- Common

APIs

General Terminology

Appendix

Other Enormous Tool Lists

Awesome

Dev-Ops Wiki and Free for Dev

Awesome Non-Code

Awesome Git

Awesome Apple

Awesome Python and Django

Awesome Data Science

Awesome- More

Book Lists

Vocabulary

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