
Welcome to “Mastering LangChain and AWS – A Guide to Economic Analysis,” the first course of its kind designed to help you harness the power of LangChain (LLM frameworks) and AWS cloud services to build smart, automated, and data-driven economic models and analysis pipelines.
This course is tailored for data analysts, economists, developers, and AI enthusiasts who want to combine Large Language Models (LLMs) with real-world economic data sources using LangChain and AWS services such as Lambda, S3, API Gateway, and SageMaker.
By the end of this course, you’ll be able to create intelligent applications that can query, analyze, and explain complex economic trends using AI—without needing to write a full backend from scratch.
✅ What You’ll Learn:
🔗 LangChain Fundamentals for Economic Analysis
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Understand how LangChain works and its architecture
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Create custom LLM chains and agents for structured economic tasks
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Use LangChain to interact with APIs, files, and live data streams
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Integrate prompt templates, tools, memory, and agents
☁️ Integrating with AWS for Scalable AI Workflows
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Deploy LangChain-powered apps on AWS Lambda
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Store and retrieve economic data securely with Amazon S3
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Set up API Gateway for real-time queries and inputs
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Use AWS SageMaker for model fine-tuning or deployment (optional advanced module)
📊 Building Real-Time Economic Analysis Apps
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Use AI to summarize, visualize, and compare economic indicators
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Build custom agents that analyze inflation, GDP, interest rates, etc.
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Connect to sources like IMF, World Bank, and financial APIs using LangChain
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Generate automatic economic reports using LLMs
🚀 Real-World Project: Economic Insights Dashboard
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A capstone project where you build and deploy an interactive AI app that collects, analyzes, and presents key economic metrics in real-time using LangChain + AWS
🎯 Who This Course Is For:
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Economists and data analysts
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AI developers and researchers
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Cloud engineers interested in LLM apps
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Students or professionals in finance, policy, or macroeconomics
💡 Why Take This Course?
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Be on the cutting edge of AI + Economics
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Learn LangChain + AWS with hands-on projects
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Build production-ready, scalable economic tools
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Get a Certificate of Completion to enhance your resume or LinkedIn
🎓 Course Features:
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Project-based HD video lectures
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Reusable code templates and LangChain chains
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AWS deployment walkthroughs and tips
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Quizzes, assignments & final project
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Lifetime access + Certificate of Completion
1 - Course Introduction Setup Business Cycles
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11 - Mastering LangChain and AWS Course Intro
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22 - OpenAI API Key Setup
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33 - US Treasury Yield Curve
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44 - St Louis Fed Web Services FRED API
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55 - US Business Cycle Expansions and Contractions NBER
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66 - Lab Colab Data tables setup Part 1
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78 - SQLite Business Cycles Table
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89 - Lab SQLite FRED Data Load
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910 - Lab SQLite Test
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1011 - LangChain Setup and Schema Design in SQLite
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1112 - LangChain Lab SQLDatabaseChain
2 - LangChain Deep Dive
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1213 - Agents and Chains
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1314 - LangChain Labs SQL Agents Toolkits.mp4
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1415 - Colab LangChain SQLite FAISS OpenAI Embeddings Setup
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1516 - Query Processing and Agent Setup Architecture
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1617 - Redis Memory Conversation Buffer Memory
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1718 - LangChain FewShot Examples Agents
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1819 - LangChain Lab Agent Executor Colaboratory
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1920 - LangChain Query Processing Workflow
3 - Part 1 AWS Security and User Management Part 2 AWS Account Setup
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2021 - Configure AWS Access Keys
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2122 - Creating User Credentials in AWS
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2223 - Downloading AWS Cloud9 Credentials
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2324 - Finalizing AWS Cloud9 Configuration
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2425 - Part 2 Create and activate an AWS account
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2526 - Console Home AWS Cloud9 Create Environment
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2627 - AWS Cloud9 Overview directory setup
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2728 - Setting Up SerpAPI Keys
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2829 - AWS Cloud9 ENV file Setup
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2930 - AWS Cloud9 Part 2 Project folders and directories setup
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3031 - AWS Cloud9 Requirements Setup
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3132 - Project Requirements and Setup
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3233 - Setting Up Dependencies in AWS Cloud9
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3334 - Guide Redis Container Setup
4 - Cloud9 Scripting Database Langchain OpenAI FAISS
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3435 - Setting Up Database Scripts Efficiently
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3536 - Initializing LangChain Agents A StepbyStep Guide
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3637 - Recap Retrievers and Embeddings in LangChain
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3738 - Langchain Initialize Agent Review
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3839 - Langchain Query Testing and Troubleshooting
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3940 - Redis Session Management
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4041 - OpenAIEmbeddings and FAISS Setup
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4142 - Langchain Integrating ZeroShotAgent and SQL Agent
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4243 - Langchain Integrating ZeroShotAgent with AgentExecutor
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4344 - LangChain Query Testing
5 - Chapter 5 AWS EBS Volumes Docker ECR
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4445 - EBS volumes Resizing on Cloud9
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4546 - Resizing EBS Volumes A HowTo Guide
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4647 - Rebooting AWS Cloud9 Systems
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4748 - Dockerfile Creating an Effective Dockerfile
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4849 - Building Docker Images on AWS A StepbyStep Guide
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4950 - AWS Credentials for ECR ID Region
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5051 - Bash Script for ECR Credentials Management
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5152 - Advanced Bash Infrastructure Scripting Techniques
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5253 - Pushing Docker Containers Best Practices
6 - Refactoring our Agent
7 - Advanced AWS Configurations
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5859 - AWS Security VPCs Security Groups Subnets
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5960 - Introduction to AWS Elastic Container Service
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6061 - AWS Architecture Security
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6162 - Overview of My AWS RDS Instance
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6263 - Comprehensive AWS RDS Setup Guide
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6364 - Setting Up RDS in EC2 VPC Part 2
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6465 - Creating AWS Security Groups for RDS
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6566 - Advanced RDS Configuration Part 3
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6667 - Building Tagging and Pushing Docker Images in ECS Cluster