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Fusing Serverless Cloud Computing, Infrastructure as Code, Graph Databases, AI, IoT, and Quantum Technologies and helping you become an API-First Unicorn Startup Founder

License: MIT License

bootcamp-2021's Introduction

Bootcamp 2021: Learn to Build Multi-Tenant Modern SaaS APIs by Fusing Serverless, AI, IoT, Blockchain, and Quantum Technologies

Covid-19 propelled businesses into the future, ready or not. “Covid has acted like a time machine: it brought 2030 to 2020,” said Loren Padelford, vice president at Shopify Inc. “All those trends, where organizations thought they had more time, got rapidly accelerated.” We at Panacloud are trying to respond to these challenges and trying to lead from the front.

The interplay between emerging and mature technologies: AI, blockchain and the cloud

The interplay between emerging and mature technologies: AI, blockchain and the cloud

Interplay

The Technologies expected to Deliver Results over the Next Few Years

The post-pandemic future of work - according to 3,000 CEOs from around the world

Three Technologies

Graph-Based AI is the Future

Graph-Based AI Enters the Enterprise Mainstream

Graph AI

Bootcamp 2021 Coverage

Panacloud Bootcamp 2021 will fuse AI, IoT, Blockchain, and AWS Serverless Cloud Technologies. The Bootcamp will use Python, TypeScript and Rust as its development languages, TensorFlow as ML framework, AWS as its Serverless Cloud platform, AWS Graph Database Neptune, Ethereum as Blockchain platform and AWS Cloud Development Kit (CDK) with TypeScript for Infrastructure as Code.

Those interested in web and mobile Serverless SaaS apps and APIs should also focus on Bootcamp 2020

Difference Between Bootcamp 2020 and Bootcamp 2021

The objective of Bootcamp 2020 is to train developers to develop cloud based SaaS Apps and general serverless APIs for these apps. It includes developing graphic user interfaces (GUIs) development using React, Gatsby, and React Native.

Bootcamp 2020

The objective of Bootcamp 2021 is to train developers to develop cloud based AI, IoT, Blockchain, and Quantum powered serverless APIs. We will not cover graphic user interfaces (GUIs) in Bootcamp 2021 but only voice based conversational interfaces. A conversational interface (CUI) is a user interface for computers that emulates a conversation with a real human. The course of this bootcamp is designed in such a way that Bootcamp 2020 is not a prerequisite to Bootcamp 2021.

Bootcamp 2021

The recording of Bootcamp 2020 is now complete and in a few months recording of Bootcamp 2021 will start. When we say recording of Bootcamp 2020 is complete, it does not mean that the Bootcamp 2020 is closed. Admissions and project acceptance will remain open in both the Bootcamps at atleast till December 2023. We are also developing a platform for developers which will adopt both these bootcamps. Our upcoming Operation Unicorn Startups will also require participations in these bootcamps.

Cloud’s trillion-dollar prize is up for grabs

The objective of both Bootcamp 2020 and Bootcamp 2021 is to train people to go after this prize.

How many of these questions can you answer?

Note: Bootcamp 2020 and 2021 cover these topics.

Questions a Modern Application and API Developer must be able to answer:

  1. What is Cloud Computing?
  2. What is Serverless?
  3. What is SaaS and Serverless SaaS?
  4. What is Event-Driven Architecture?
  5. What are APIs?
  6. What are RESTful OpenAPIs?
  7. What are GraphQL APIs?
  8. What is IaC and Cloud Development Kit (CDK)?
  9. What is Typescript and why do use it as our default web programming language?
  10. What is Node.js?
  11. What is Web Assembly?
  12. What are Lambda Functions?
  13. What are Containers?
  14. What are Relational Databases and SQL?
  15. What is AWS Aurora Serverless?
  16. What are Graph Databases and Gremlin?
  17. What is AWS Neptune and Azure Cosmos DB?
  18. Why do we now advise developers to use Relational or Graph Databases for developing their APIs?
  19. What is an AWS Event Bridge?
  20. What is real-time data streaming? e.g. Kinesis and Kafka
  21. What is Edge Computing?
  22. What is AWS Greengrass and Azure IoT Edge?
  23. What is FreeRTOS?
  24. What is Rust and what is it best used for?
  25. What is AI as a Service (AIaaS)?
  26. What is Tensorflow and why do we prefer Python for AI development?
  27. What is Amazon SageMaker?
  28. What is Amazon Neptune Machine Learning?
  29. What is Amazon Aurora Machine Learning?
  30. What are Smart Contracts?
  31. What is Ethereum 2.0?
  32. What is Ewasm?
  33. What is Diem?
  34. What is Quantum Computing?

Operation Unicorn Startups

Operation Unicorn Facebook Group

Bootcamp 2021 is preparing developers for Operation Unicorn Startups. More details for Operation Unicorn Startups will be announced latter.

Introduction to English and Urdu Sections

Join Panacloud Discord Discussion Server Now

English Section:

Every Saturday at 9:30 PM – 11:30 PM Pakistan Standard Time, First class on Saturday, May 22, 2021

English broadcast live on Facebook

Urdu Section:

Every Sunday 9:30 pm to 11:30 pm Pakistan Standard Time, First class on Sunday, May 23, 2021

Urdu broadcast live on Facebook

Teaching Team:

Inam ul Haq, Imran, Anees, Zeeshan Hanif, Faheem, Mateen, Daniyal Nogori, and Zia Khan.

Prerequisites: Python, Rust and TypeScript

Learn Python

Programming for Everybody (Getting Started with Python)

The Official Python Tutorial

Python Full Course - Learn Python in 12 Hours - Python Tutorial For Beginners

Python Tutorial - Python for Beginners 2020

Python Tutorial For Beginners - Python Full Course From Scratch - Python Programming - Edureka

Learn Rust

The Official Rust Book

Intro to Rust

Rust Projects

Learn Rust - Tutorials, Courses, and Books

Learn TypeScript

The TypeScript Handbook

Programming TypeScript

Learn from our Repo

Must Have: Create Free AWS Account

AWS Free Tier

Note: For AWS Free Tier you will need a credit or debit card. The easiest way for Pakistani students is to open a bank account in Meezan Bank. Open a Meezan Aasan Account if you have no earning proof. Meezan Bank will charge Rs. 1100 for ATM Debit Card and there is a requirement of Rs. 100 minimum deposit. The card will be delivered in a few weeks. Our students have reported that this Debit card works with AWS.

Part 1: Fast Track Review of Python and Typescript

Part 2: Introduction to Serverless using CDK

We will be writing Infrastructure as Code (IaC) CDK AWS Serverless constructs in TypeScript and Lambda Functions etc. in Python, TypeScript and Rust

Learning Material:

Learning Serverless with CDK Repo

We will focus on Serverless SaaS API development using CDK and AWS Lambda, AWS API Gateway (with OpenAPI Specs, and AWS AppSync.

Also please note that we will write the application code in Python and infrasturcture code will be in Typescript.

Part 3: Learning AWS Graph Database Neptune, Graph Data Modeling, Gremlin, Graphs, AI, and Machine Learning

Introduction to Graph Theory

Introduction to Graph Theory

What is a Graph Database

What is a graph database?

The Future of Business, AI and IoT is Graph Databases

Moving Toward Smarter Data: Graph Databases and Machine Learning

Knowledge Graphs: Navigating the Future of AI, Interview with Charlie Beveridge of Accenture

Graph-Based AI Enters the Enterprise Mainstream

Why Experts See Graph Databases Headed for Mainstream Use

Why Graph Databases are Perfect for the Internet of Things

Using a Graph Database to Power the Internet of Things

Graphs & The Internet of (Connected) Things

A combination of Internet of Things (IoT) and graph database for future battlefield systems

We Select Amazon Neptune as our Graph Database

Read the Graph Data Platforms Report

Start Learning Neptune and Graph Databases

Getting started with graph databases

Getting Started with Amazon Neptune - 7 Videos

Lower the cost of building graph apps by up to 76% with Amazon Neptune T3 instances

Start Learning Graph Data Modeling

Graph Modeling Guidelines

Graph Databases for Beginners: The Basics of Data Modeling

Graph data modeling: Chapter 2 of Graph Databases in Action

Hackolade: Data Modeling Tool for Tinkerpop

Start Learning Gremlin

Gremlin Basics

Practical Gremlin - An Apache TinkerPop Tutorial

Gremline Web Console

Neptune with Lambda

Using AWS Lambda functions in Amazon Neptune

Drawing Graphs with Neptune Data

Let Me Graph That For You – Part 1 – Air Routes

Matplotlib Introduction

D3 Introduction

mpld3 - Bringing Matplotlib to the Browser

Neptune ML and Graph AI

Graph-Based AI Enters the Enterprise Mainstream

How Graph Technology is Changing AI

How Graph Technology is Changing Artificial Intelligence and Machine Learning

Amazon Neptune ML

Part 4: AI as a Service

AI as a Service: Serverless machine learning with AWS

Part 5: Building Multi-Tenant SaaS APIs using Panacloud Serverless SaaS Tech

Part 6: Advanced Tensorflow

We may choose from the following books

Right now these two books are the best sellers:

Hands-Machine-Learning-Scikit-Learn-TensorFlow

Practical Deep Learning for Cloud, Mobile, and Edge: Real-World AI & Computer-Vision Projects Using Python, Keras & TensorFlow

Part 7: AIoT and Edge Computing

Getting started with AWS IoT Greengrass

Getting started with AWS IoT Core

Cloud Tutorial: AWS IoT

We will be using the Greengrass Tutorial and inhancing all the examples and code using CDK.

It is highly recommended that you have a Raspberry Pi 4 Model B, or Raspberry Pi 3 Model B/B+, with a 8 GB microSD card, or will have to use an Amazon EC2 instance as a virtual edge device.

Part 8: Building, Training, and Deploying Machine Learning Models on Cloud and Edge with Amazon SageMaker

Learn Amazon SageMaker: A guide to building, training, and deploying machine learning models for developers and data scientists

amazon-sagemaker-cdk-examples

We will be using the Learn Amazon SageMaker Textbook and inhancing all the examples and code using CDK.

Part 9: Voice Computing

{Add Voice To Your Serverless Apps with Alexa Through AWS CDK](https://dev.to/cdkpatterns/add-voice-to-your-serverless-apps-with-alexa-through-aws-cdk-45n0)

Part 10: Embedded Real-Time Computing

FreeRTOS

The FreeRTOS™ Kernel

A FreeRTOS API for embedded Rust

FreeRTOS-Rust

FreeRTOS.rs

Real-Time Interrupt-driven Concurrency

Rust on PICO

We will try to move to Pico if Rust becomes fully functional on it

Part 11: Advance Blockchain, Stable Coin, Ethereum 2.0, and DeFi Technologies

What Eth 2.0 Meant in 2014 and What It Means Today

Ethereum 2.0: What it is, why it is here, and what is on the horizon

Breaking Down ETH 2.0 - eWASM and EVM Explained

Running Ethereum smart contracts in a Substrate blockchain

Is Solidity being replaced as the de facto standard for smart contract development?

Diem Project

Convergence of Blockchain, IoT, and AI

How blockchain adds trust to AI and IoT

How to DeFi

Part 11: Quantum Computing with Amazon Braket

Amazon Braket

Amazon Braket – Go Hands-On with Quantum Computing

AWS Braket Quantum Computing: How To Get Started

bootcamp-2021's People

Contributors

ziaukhan avatar

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