Mastering Langchain And Aws: A Guide To Economic Analysis

Unlock the power of economic data analysis with LangChain and AWS, covering SQL, data modeling, and cloud computing.

What you'll learn

Utilize LangChain and AWS for advanced economic data analysis and model deployment

Set up and manage AWS RDS and ECS services for scalable data applications.

Implement SQL databases and execute complex queries for economic indicators analysis.

Develop and refine AI agents using LangChain for specific economic data retrieval tasks.

Requirements

Basic understanding of Python programming, and willingness to learn cloud-based technologies.

Access to a computer with internet connection, capable of running Google Colab and AWS Cloud9.

No prior experience with AWS or LangChain required; introductory concepts will be covered.

Interest in economic data analysis and applying AI for data insights.

Description

Welcome to "Mastering LangChain and AWS: A Guide to Economic Analysis," the ultimate course designed for individuals eager to dive deep into the world of economic data analysis using cutting-edge technologies. This comprehensive course is meticulously crafted to guide you through the intricacies of LangChain and AWS, equipping you with the knowledge and skills to perform sophisticated economic analyses.Throughout this course, you will embark on a journey through the fundamentals of LangChain and AWS, exploring how to set up and configure your environment for optimal data analysis. You'll gain hands-on experience with SQL databases, learning to manipulate and analyze economic data effectively. We'll delve into the US Treasury Yield Curve, understand business cycles through the lens of the FRED API, and apply theoretical knowledge in practical, real-world scenarios using Google Colab.By enrolling in this course, you'll not only master the technical aspects of LangChain and AWS but also learn to apply economic theories using modern data analysis tools. Whether you're a student, a professional economist, or someone with a keen interest in data analysis, this course will help you enhance your analytical skills, making you invaluable in the job market.Join us to:Master LangChain and AWS for economic data analysis.Gain proficiency in SQL and database management.Analyze real economic indicators and business cycles.Apply your knowledge through hands-on coding labs.Enroll now and start your journey to becoming an expert in economic data analysis with LangChain and AWS!

Overview

Section 1: Course Introduction, Setup, Business Cycles

Lecture 1 Mastering LangChain and AWS: Course Intro

Lecture 2 OpenAI API Key Setup

Lecture 3 US Treasury Yield Curve

Lecture 4 St. Louis Fed Web Services: FRED® API

Lecture 5 US Business Cycle Expansions and Contractions | NBER

Lecture 6 Lab: Colab | Data tables setup Part 1

Lecture 7 Code File

Lecture 8 SQLite: Business Cycles Table

Lecture 9 Lab: SQLite FRED Data Load

Lecture 10 Lab: SQLite Test

Lecture 11 LangChain Setup and Schema Design in SQLite

Lecture 12 LangChain Lab: SQLDatabaseChain

Section 2: LangChain Deep Dive

Lecture 13 Agents and Chains

Lecture 14 LangChain Labs | SQL Agents & Toolkits

Lecture 15 Colab | LangChain SQLite, FAISS, OpenAI Embeddings Setup

Lecture 16 Query Processing and Agent Setup: Architecture

Lecture 17 Redis Memory | Conversation Buffer Memory

Lecture 18 LangChain | Few-Shot Examples & Agents

Lecture 19 LangChain Lab | Agent Executor: Colaboratory

Lecture 20 LangChain | Query Processing Workflow

Section 3: Part 1: AWS Security and User Management & Part 2: AWS Account Setup

Lecture 21 Configure AWS Access Keys

Lecture 22 Creating User Credentials in AWS

Lecture 23 Downloading AWS Cloud9 Credentials

Lecture 24 Finalizing AWS Cloud9 Configuration

Lecture 25 Part 2: Create and activate an AWS account

Lecture 26 Console Home | AWS Cloud9 Create Environment

Lecture 27 AWS Cloud9 Overview: directory setup

Lecture 28 Setting Up SerpAPI Keys

Lecture 29 AWS Cloud9: .ENV file Setup

Lecture 30 AWS Cloud9 Part 2: Project folders and directories setup

Lecture 31 AWS Cloud9 Requirements Setup

Lecture 32 Project: Requirements and Setup

Lecture 33 Setting Up Dependencies in AWS Cloud9

Lecture 34 Guide: Redis Container Setup

Section 4: Cloud9 Scripting: Database, Langchain, OpenAI, FAISS

Lecture 35 Setting Up Database Scripts Efficiently

Lecture 36 Initializing LangChain Agents: A Step-by-Step Guide

Lecture 37 Recap: Retrievers and Embeddings in LangChain

Lecture 38 Langchain: Initialize Agent Review

Lecture 39 Langchain | Query Testing and Troubleshooting

Lecture 40 Redis Session Management

Lecture 41 OpenAIEmbeddings and FAISS Setup

Lecture 42 Langchain: Integrating ZeroShotAgent and SQL Agent

Lecture 43 Langchain: Integrating ZeroShotAgent with AgentExecutor

Lecture 44 LangChain Query Testing

Section 5: Chapter 5: AWS EBS Volumes, Docker, ECR

Lecture 45 EBS volumes: Resizing on Cloud9

Lecture 46 Resizing EBS Volumes: A How-To Guide

Lecture 47 Rebooting AWS Cloud9 Systems

Lecture 48 Dockerfile: Creating an Effective Dockerfile

Lecture 49 Building Docker Images on AWS: A Step-by-Step Guide

Lecture 50 AWS Credentials for ECR | ID | Region

Lecture 51 Bash Script for ECR Credentials Management

Lecture 52 Advanced Bash Infrastructure Scripting Techniques

Lecture 53 Pushing Docker Containers: Best Practices

Section 6: Refactoring our Agent

Lecture 54 Optimizing SQL-Agent: Refactoring Strategies

Lecture 55 SQL Agent: Refactoring Techniques

Lecture 56 Scripting Setup for Docker, Flask, and App.py

Lecture 57 Scripting for Efficient Data Insertion

Lecture 58 AWS RDS PostgreSQL Data Setup

Section 7: Advanced AWS Configurations

Lecture 59 AWS Security: VPCs, Security Groups, Subnets

Lecture 60 Introduction to AWS Elastic Container Service

Lecture 61 AWS Architecture & Security

Lecture 62 Overview of My AWS RDS Instance

Lecture 63 Comprehensive AWS RDS Setup Guide

Lecture 64 Setting Up RDS in EC2 VPC: Part 2

Lecture 65 Creating AWS Security Groups for RDS

Lecture 66 Advanced RDS Configuration: Part 3

Lecture 67 Building, Tagging, and Pushing Docker Images in ECS Cluster

Section 8: AWS Elastic Container Service and RDS

Lecture 68 AWS ECS: Cluster, Task, Service Creation

Lecture 69 Configuring RDS Security Groups in VPC Console

Lecture 70 Elastic Container Service (ECS) Clusters in us-east-1 Region

Lecture 71 Testing AWS ECS Endpoints

Lecture 72 Testing AWS ECS Cluster with Economic Data Agent

Lecture 73 US Treasury Yield Curve Check

Section 9: LangChain Tools

Lecture 74 Utilizing LangChain Tools: A Practical Guide

Lecture 75 Tools | Langchain Documentation Overview

Lecture 76 Create Langchain Tools | AWS PostgreSQL Example

Section 10: Clean Up

Lecture 77 AWS Resource Clean Up

Lecture 78 Thank You!

Data scientists, economists, cloud engineers and software developers interested in leveraging AI and cloud services for data analysis and application development.