Smart City Engineering With Retrieval Augmented Generation
Published 3/2024
MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz
Language: English
| Size: 4.49 GB[/center]
| Duration: 5h 31m
Build novel smart city platforms & Unlock city insights with retrieval augmented generation (RAG)
What you'll learn
Retrieval Augment Generation
Vector Databases
Database Design
Smart City Engineering
Smart City Platforms Design
Smart City Applications using Retrieval Augmented Generation
Requirements
Python
Engineering Background
Description
This course is a smart city engineering course that aims to help you design novel smart city platforms with the help of retrieval augmented generation (RAG) and vector database. In this course you will learn how to think about the city citizen centric needs and how to address these needs in an effective manner using physical and digital platforms. The course outline will cover the following topics: - Chapter 1: Building Smart City Platforms - Using AI- Chapter 2: Building a Citizen Centric Smart City Platforms- Chapter 3: Building Databases for Modern Smart City Platforms- Chapter 4: Modern Smart City Platforms - Global Case Studies- Chapter 5: Practical Applications USING RAG technology.We will study global cities and the various platforms of social activities they conduct to address their citizens needs. We will look carefully into the following platforms: •Section 1: Workstations - Global Case Studies•Section 2: Social Platforms - Global Case Studies•Section 3: Relationship Platforms - Discussion•Section 4: Capacity Building Platforms - Global Case Studies•Section 5: Production Space Platforms - Global Case StudiesIn this course, you will learn how to design database schemas, how to collect data from the city and how to transfer this data into vector embeddings and store it in a vector datastore. This will result in giving you the ability to apply Retrieval Augmented Generation search using Large Language Models such GPT4 and Gemini.This course is seen as one of the most advanced courses in the world in this novel area, it will make a great difference on how much you can create.
Overview
Section 1: Introduction
Lecture 1 Introduction
Lecture 2 Who is Feras Naser?
Lecture 3 Course Promo 1
Lecture 4 Course Promo 2
Lecture 5 Course Structure
Lecture 6 Course Resources
Section 2: Building Smart City Platforms - Using AI
Lecture 7 Introduction
Lecture 8 City & Urban Infrastructure Challenges | Recap
Lecture 9 Novel City Platforms
Lecture 10 Introduction | Physical & Digital Components
Lecture 11 Digital Components | Databases
Lecture 12 Example: Selecting a Smart City Service for Development
Lecture 13 Building a Database Schema
Lecture 14 Example 1 :Building A Database Schema
Lecture 15 Example 2: Creating Dummy Database
Lecture 16 Collecting City Data
Lecture 17 Example : Database Collection Service
Lecture 18 Example 2: Database Collection with Airtable, Zapier and Google Forms
Lecture 19 Storing the Data in a Vector Store
Lecture 20 Intellectual Proprietary Technology | Example
Lecture 21 PINECONE API EXAMPLE
Lecture 22 OPENAI API EXAMPLE
Lecture 23 Uploading Data to A Vector Database - Data.py
Lecture 24 Querying the Data from a Vector Database - Query.py
Lecture 25 Building a RAG System
Lecture 26 CustomGPT System
Lecture 27 Building a Middleware - Middleware.py
Lecture 28 Deploying the Middleware - Digital Ocean Apps
Lecture 29 Connecting the Middleware - CustomChatGPT
Lecture 30 Building a Customer interface with the RAG System
Lecture 31 Checking for RAG system Accuracy & Monetization
Lecture 32 Conclusion
Section 3: Building a Citizen Centric Smart City Platforms
Lecture 33 Promo4
Lecture 34 Chapter Introduction
Lecture 35 Chapter Sections Intro
Lecture 36 Chapter Structure
Lecture 37 Introduction to People Needs in Modern Cities
Lecture 38 Introduction to People Needs in Modern Cities - Slides
Lecture 39 Smart City Platforms for Accessing Funds
Lecture 40 Smart City Platforms for Accessing Funds - Slides
Lecture 41 Smart City Platforms for Social Vibrant Life
Lecture 42 Smart City Platforms for Social Vibrant Life - Slides
Lecture 43 Smart City Platforms for Love & Intimate Relationships
Lecture 44 Smart City Platforms for Love & Intimate Relationships
Lecture 45 Smart City Platforms for Love & Intimate Relationships - Slides
Lecture 46 Smart City Platforms for Improving Personal Capacity
Lecture 47 Smart City Platforms for Improving Personal Capacity - Slides
Lecture 48 Smart City Platforms for Production Space
Lecture 49 Smart City Platforms for Production Space - Slides
Lecture 50 Database Schemas Examples
Section 4: Building Databases for Modern Smart City Platforms
Lecture 51 Chapter Introduction - Slides
Lecture 52 Chapter Content Details - Slides
Lecture 53 Databases for Job Stations
Lecture 54 Databases for Job Station - Slides
Lecture 55 Databases for Social Platforms
Lecture 56 Databases for Social Platforms - Slides
Lecture 57 Databases for Relationships Platforms
Lecture 58 Databases for Relationships Platforms - Slides
Lecture 59 Databases for Capacity Building Platforms
Lecture 60 Databases for Capacity Building Platforms - Slides
Lecture 61 Databases for Production Spaces
Lecture 62 Databases for Production Spaces - Slides
Lecture 63 Conclusion
Lecture 64 Chapter 3 - Conclusion Slides
Section 5: Modern Smart City Platforms - Global Case Studies
Lecture 65 Chapter Introduction
Lecture 66 Chapter Sections
Lecture 67 Workstations - Mega City Projects - Global Case Studies
Lecture 68 Workstations - Mega City Projects - Global Case Studies | Slides
Lecture 69 Workstations - Shared Work Spaces, Incubators & Online Learning
Lecture 70 Workstations - Shared Work Spaces, Incubators & Online Learning | Slides
Lecture 71 Workstations - Other Examples
Lecture 72 Workstations - Other Examples | Slides
Lecture 73 Social Platforms 1 | Religious & Education Infrastructure - Carnivals
Lecture 74 Social Platforms 1 | Slides
Lecture 75 Social Platforms 2 | Stadiums, Theatres and Religious Festivals
Lecture 76 Social Platforms 2 | Slides
Lecture 77 Social Platforms 3 | Other Examples
Lecture 78 Social Platforms 3 | Other Examples Slides
Lecture 79 Relationship Platforms - Discussion
Lecture 80 Relationship Platforms - Slides
Lecture 81 Capacity Building Platforms - Global Case Studies
Lecture 82 Capacity Building Platforms - Slides
Lecture 83 Production Space Platforms - Global Case Studies
Lecture 84 Production Space Platforms - Slides
Lecture 85 Chapter Conclusion
City Urban Planners,Transport and Traffic Engineers,Software Developers,Cloud Solutions Development,Architects,Entrepreneurs and Business Enthusiasts,Community Builders
Smart City Engineering with Retrieval Augmented Generation
