mariocespindola / CDMXSOAI

Repo para SchoolOfAI-CDMX

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CDMXSOAI

We are School of AI! Our mission is to offer a world-class AI education to anyone on Earth for free. Our doors are open to all those who wish to learn. We are a learning community that spans almost every country dedicated to teaching our students how to make a positive impact in the world using AI technology, whether that's through employment or entrepreneurship. If you have any questions, please reach out to us at @mariocespindola, @eschullertr or join us in Slack

Course Contents

- Python
- Estructuras de datos
- Algoritmos
- Bases de datos
- Desarrollo web
- Procesamiento de datos con Python/Pandas
- Machine learning básico
- Algoritmos de Machine Learning
- Clasificación
- Regresión
- Clustering
- Redes neuronales Artificiales
- Back propagation
- Optimización
- Redes neuronales Convolucionales
- Visión por computadora
- Detección de objetos
- Face recognition
- Generar arte
- Redes neuronales recurrentes
- Natural Language processing
- Redes neuronales LSTM
- Generar música
- Generar texto
- GANs
- Reinforcement learning
- Monte Carlo Algorithm
- Q-Learning

Resources

Linear Algebra

Essence of Linear Algebra

MITOpenCourseWare - Linear Algebra

Calculus

Essence of Calculus

Probabilty

Introduction to Probability

Python

Automate the Boring Stuff with Python

Python - SoloLearn

Python - CodeAcademy

Data Structures

Data Structures Fundamentals

Algorithms

Introduction to Algorithms

Databases

Using Databases with Python

Networking

The Bits and Bytes of Computer Networking

Web Development

CS50's Web Programming with Python and JavaScript

Just! Build! Websites!

Mobile Development

Start Developing iOS Apps (Swift)

Build your first app | Android

Data Science

Python for Data Science

Math of Inteligence/Tensorflow

The Math of Intelligence

Intro to Tensorflow

Intro to Machine Learning

Intro to Machine Learning

Machine Learning project ideas

Awesome Deep Learning Project Ideas

Feedforward Neural Networks and Backpropagation

Deep Learning - An MIT Press book

Math Notation Cheat Sheet

Build a Neural Net in 4 Minutes

A Neural Network in 11 lines of Python

Backpropagation in 5 Minutes

Convolutional Neural Networks

Convolutional Neural Networks

Convolutional Neural Networks for Visual Recognition

Convolutional Neural Networks

How to Make an Image Classifier

Recurrent Neural Networks

Sequence Models

Recurrent Neural Network

Build a Recurrent Neural Net in 5 Min

LSTM Networks

Anyone Can Learn To Code an LSTM-RNN in Python

Tooling

AWS vs Paperspace vs FloydHub : Choosing your cloud GPU partner

CS 20: Tensorflow for Deep Learning Research

TensorFlow in 5 Minutes

Getting started with the Keras Sequential model

Generative Adversarial Network

Generative Adversarial Network

From GAN to WGAN

Deep Reinforcement Learning

Deep Reinforcement Learning

Fast.ai

Practical Deep Learning For Coders

Computer Vision

Introduction to Computer Vision

Natural Language Processing

Applied Text Mining in Python

Software Engineering Practices

Software Development Processes and Methodologies

Cryptography

Cryptography I

Mastering Bitcoin + Annotated BTC Whitepaper + BTC wallet

Mastering Bitcoin

Bitcoin: A Peer-to-Peer Electronic Cash System

Choose your Bitcoin wallet

Bitcoin and Cryptocurrencies + Build a Blockchain

Bitcoin and Cryptocurrency Technologies

Learn Blockchains by Building One

Ethereum + Annotated Eth Whitepaper

Ethereum For Beginners

Ethereum White Paper

Solidity Programming + Ethereum Articles

Learn to Code Ethereum DApps By Building Your Own Game

Blockgeeks

Other Cryptocurrencies

How Does Monero Work?

Decentralized Applications

Decentralized Applications

Build a Decentralized Application

P2P Projects List

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