Learn Http, P5 and Python

Neural networks, with Keras, bring powerful machine learning to Python applications. They can answer questions like “How much traffic will hit my website tonight?” or answer classification questions like “Will this customer buy our product?” or “Will the stock price go up or down tomorrow?”

In this course, we’ll build a fully connected neural network with Keras. This is the most basic type of neural network you can create, but it’s powerful in application and can jumpstart your exploration of other frameworks. 

We’ll start the course by creating the primary network. Then we’ll:

- build and configure the network, then evaluate and test the accuracy of each
- save the model and learn how to load it and use it to make predictions in the future
- expose the model as part of a tiny web application that can be used to make predictions

You don’t need to know a lot of Python for this course, but some basic Python knowledge will be helpful. Enjoy!

Python is a widely used dynamically typed programming language. It allows for many different programming paradigms including object-oriented, imperative, functional programming, and procedural styles.

python

Fully Connected Neural Networks with Keras

In Introduction to Python, we will start at the beginning: Installing python 3 and using virtual environments. With a working environment, we will learn how to manipulate strings and numbers, and gain working knowledge of data structures and flow control. We will build on that by introducing modules and classes and learn how to interact with our python applications using command line switches, console input and files.

At the end of this course, you’ll have a great working knowledge of Python, fully capable of creating your own Python projects from scratch or jumping into an existing application with the capability to read, understand, and contribute to the application.

Check out these [**community notes for this course on Github**](https://github.com/eggheadio-projects/introduction-to-the-python-3-programming-language-notes).

Introduction to the Python 3 Programming Language

Artificial intelligence. Machine learning. Bots. Computers learning and communicating with us to do our bidding. But, where do you start? How do you get a machine to even begin to understand what you speak or type at it? There are several common machine learning algorithms that will help us begin to answer these questions.

In this course we’ll learn about common machine learning algorithms that don’t require implementing a neural network. We will not be going too much into the math behind them, but instead learn what each algorithm is good for, and how to train them. We'll also learn about a few metrics for evaluating models.

We’ll implement these in Python using `scikit-learn` using `scikit-learn`’s built-in data sets. The focus of this course is on implementation and a high-level understanding of these algorithms. 

We'll look at a few ways to evaluate our models, for both classification and regression models. We'll touch on mean squared error and coefficient of determination (for regression), and accuracy score, logarithmic loss, confusion matrices, and classification reports (for classification). 

Python 2.7 is used in the lesson videos but the code provided has Python 3 available. The only breaking change is the `print` statement API.

For additional information on installation, vocabulary, and common errors visit the `README.md` to the course code attached to each lesson.

Simple and efficient tools for data mining and data analysis

scikit-learn

Introductory Machine Learning Algorithms in Python with scikit-learn

AWS Amplify allows developers to create, configure, and deploy Serverless APIs and functions directly from their front-end environment.In this collection, you'll learn how to deploy various types of APIs and functions using the Amplify CLI. You'll also learn how to share code among various functions using Lambda layers and schedule functions to run at an interval to implement Serverless cron jobs.

JavaScript® (often shortened to JS) is a lightweight, interpreted, object-oriented language with first-class functions, most known as the scripting language for Web pages, but used in many non-browser environments as well such as node.js or Apache CouchDB. It is a prototype-based, multi-paradigm scripting language that is dynamic, and supports object-oriented, imperative, and functional programming styles.

javascript

Up and Running with AWS Amplify Functions

In this course, we will learn the fundamentals of the Hypertext Transport Protocol (HTTP) by exploring several popular HTTP APIs such as the GitHub API. Starting with the basic structure of an HTTP request and response, we will then delve into the specifics of each element of the request/response messages. Using concrete examples from these APIs, we will cover request methods, response status codes, messages headers, and message bodies. Along the way, you'll learn about specific message headers, such as `Cache-Control`, and `Cookie`  and how they control the behavior of clients/browsers and HTTP API services.

This course uses HTTPie, if you would like to follow along with the instructor you can download the client [here](https://httpie.org/).

The Hypertext Transfer Protocol (HTTP) is an application-level protocol for distributed, collaborative, hypermedia information systems. It is a generic, stateless, protocol which can be used for many tasks beyond its use for hypertext, such as name servers and distributed object management systems, through extension of its request methods, error codes and headers.

http

Understand the Basics of HTTP

Learn how to create tuples in Python. The videos in this collection will also cover more advanced features of tuples

The Ins and Outs of Python Tuples

As developers, we're often working closely with APIs to make requests in the browser or on the backend with a server, but we might not always know exactly how those requests work or how they should look.

Postman is a tool that lets us create, manage, and test API endpoints all within a UI so we can wrangle our APIs and understand how they work.

Create, Manage, and Test API Requests with Postman

Sometimes you get strings instead of objects and you have to parse them out. Here's an example where the raw data I got from a Twitch chatbot message wasn't useful to me until I parsed it into a dictionary.

Turning a key/value string into a dictionary in Python

Express is a minimal and flexible Node.js web application framework that provides a robust set of features for web and mobile applications.

express

In this lesson, we'll learn how to add https (and remove http) support to the localhost version of our express application. By adding https support, we'll be able to prevent a MITM (in this case Charles Proxy) from reading our session id, mitigating the attack known as "session hijacking".

Add https to a Localhost Express App to Prevent MITM Attacks

In this course, we'll learn how to exploit and then mitigate several common Web Security Vulnerabilities: Man in the Middle (MITM), Cross Site Request Forgery (CSRF), and Cross Site Scripting (XSS).

The goal of this course is to introduce you to these attacks from the point of view of an attacker, and then as the defender of a sample application, and to gain first hand experience with how these attacks works. You'll also learn several security "rules of thumb" along the way and discover modern defenses against these attacks that drastically reduce their likelihood of succeeding!

By the end of this course, you’ll know how to recognize these vulnerabilities in your own application and have strategies to mitigate and defend against all of them. You'll feel more confident in your ability to write secure code, and my hope is that you'll be inspired to continue your security journey and help make the internet a safer place for all of us.

Course Overview: Web Security Essentials

In this lesson, we'll learn how to use Charles Proxy to “sniff” the web traffic flowing an example website using an attack known as a Man in the Middle attack, or MITM. Because our example website is using http and not https, you'll “discover” a vulnerable piece of user data called a session id being transmitted in cleartext across every request. This info will become the central piece of data that we'll learn how to protect throughout this course.

Simulate Man in the Middle Attacks and Inspect Network Traffic with Charles Proxy

In the previous lesson, we disabled http in favor of https. In this lesson, we'll learn that the default protocol for web browser is http, and we therefore need to provide an http endpoint that redirects the browser to https. We'll do that by setting up a small express application whose sole responsibility is to redirect http urls to https. In doing so, we'll accidentally reintroduce the transmission of our session id over http, which we'll need to fix in our next lesson.

Redirect All HTTP Traffic to HTTPS in Express to Ensure All Responses are Secure

In this lesson, we'll will learn how to set the `secure` flag on our session id cookie to ensure it is only transmitted over https connections. This will effectively mitigate the Session Hijacking vulnerability we introduced in the previous lesson.

Set the Secure Cookie Flag to Ensure Cookies are Only Sent Over Secure Connections

In this lesson, we'll learn how to add HSTS headers to an express application so that all requests after the first request made to the application are https. We'll also learn about the HSTS preload list which will ensure that even the first request is secure. Even though we secured our session id cookie in the previous lesson, ensuring all requests go over https ensure that even if we add another cookie and forget to set it to Secure, we'll still not be transmitting it in cleartext over an http connection.

Add HSTS Headers to Express Apps to Ensure All Requests are https Requests

In this lesson, we'll learn what a Cross Site Request Forgery (CRSF) vulnerability is by learning how to exploit a CSRF vulnerable site by making malicious requests on behalf of a logged in user. We'll construct a malicious payload that automatically gets POSTed to the vulnerable site simply by visiting the attacker website while being logged into the target website.

Create a Proof of Concept Exploit of a CSRF Vulnerable Website

In this lesson, we'll learn what the SameSite cookie flag is, what it’s various settings are, and how it can be used to prevent most forms of CSRF vulnerabilities. We'll then demonstrate how it protects against the exploit we crafted in the previous lesson.

Mitigate CSRF Attacks by Setting the SameSite Cookie Flag in Express

In this lesson, we'll learn what CSRF tokens are, and how they are used to defeat Cross Site Request Forgery vulnerabilities. Even though we've defeated CSRF through the use of SameSite cookies, adding CSRF tokens are an important "defense in depth" strategy to ensure that browsers that don't support SameSite cookies can still be protected against CSRF.

Add CSRF Token Middleware to an Express Server to Mitigate CSRF

In this lesson, we'll learn how to set the httpOnly flag on our session id cookie to ensure it is inaccessible from javascript, thereby defeating theft of the session id from the XSS attack we crafted in the previous lesson. However, we'll still leave ourselves open to other dangers from XSS, which we'll exploit in our next lesson!

Set the httpOnly Cookie Flag in Express to Ensure Cookies are Inaccessible from JavaScript

In this lesson, we'll learn what CSP is and how it can be used to prevent inline scripts from being executed on our vulnerable website. First, we'll deploy CSP in "report only" mode, which will send violations to the endpoint you specify without blocking execution. Then, we'll run CSP in regular mode, which we'll use to completely block inline scripts from executing.

Prevent Inline Script Execution by Implementing Script-Src CSP Headers in Express

In this lesson, we'll learn how to set the script-src CSP to use nonces. Using nonces will disallow both inline scripts and remote scripts from executing unless the script tag has a nonce attribute that matches the nonce provided by the CSP header. This will mitigate the vulnerability we discovered in the previous lesson and will effectively block all javascript from running except the scripts you explicitly added, and is an effective defense against javascript powered XSS!

Add a Nonce Based script-src Header in Express to Only Allow Scripts that Match the Nonce

In this lesson, we'll learn how to disable all external content srcs other than the specific types of external resources we need. For the types of external resources we need, we'll limit those resources to only nonce-matching resources. This will effectively mitigate all forms of XSS, using the principle of least power to only enable needed capabilities, and drastically reducing the surface area of possible attacks on our website.

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