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  • Mastering Langchain And Aws – A Guide To Economic Analysis

Mastering Langchain And Aws – A Guide To Economic Analysis

  • By admin1
  • AWS
    (0.0/ 0 Rating)
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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

  • Understand how LangChain works and its architecture

  • Create custom LLM chains and agents for structured economic tasks

  • Use LangChain to interact with APIs, files, and live data streams

  • Integrate prompt templates, tools, memory, and agents

☁️ Integrating with AWS for Scalable AI Workflows

  • Deploy LangChain-powered apps on AWS Lambda

  • Store and retrieve economic data securely with Amazon S3

  • Set up API Gateway for real-time queries and inputs

  • Use AWS SageMaker for model fine-tuning or deployment (optional advanced module)

📊 Building Real-Time Economic Analysis Apps

  • Use AI to summarize, visualize, and compare economic indicators

  • Build custom agents that analyze inflation, GDP, interest rates, etc.

  • Connect to sources like IMF, World Bank, and financial APIs using LangChain

  • Generate automatic economic reports using LLMs

🚀 Real-World Project: Economic Insights Dashboard

  • 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:

  • Economists and data analysts

  • AI developers and researchers

  • Cloud engineers interested in LLM apps

  • Students or professionals in finance, policy, or macroeconomics


💡 Why Take This Course?

  • Be on the cutting edge of AI + Economics

  • Learn LangChain + AWS with hands-on projects

  • Build production-ready, scalable economic tools

  • Get a Certificate of Completion to enhance your resume or LinkedIn


🎓 Course Features:

 

  • Project-based HD video lectures

  • Reusable code templates and LangChain chains

  • AWS deployment walkthroughs and tips

  • Quizzes, assignments & final project

  • Lifetime access + Certificate of Completion

1 - Course Introduction Setup Business Cycles

  • 1
    1 - Mastering LangChain and AWS Course Intro
    Video lesson
  • 2
    2 - OpenAI API Key Setup
    Video lesson
  • 3
    3 - US Treasury Yield Curve
    Video lesson
  • 4
    4 - St Louis Fed Web Services FRED API
    Video lesson
  • 5
    5 - US Business Cycle Expansions and Contractions NBER
    Video lesson
  • 6
    6 - Lab Colab Data tables setup Part 1
    Video lesson
  • 7
    8 - SQLite Business Cycles Table
    Video lesson
  • 8
    9 - Lab SQLite FRED Data Load
    Video lesson
  • 9
    10 - Lab SQLite Test
    Video lesson
  • 10
    11 - LangChain Setup and Schema Design in SQLite
    Video lesson
  • 11
    12 - LangChain Lab SQLDatabaseChain
    Video lesson

2 - LangChain Deep Dive

  • 12
    13 - Agents and Chains
    Video lesson
  • 13
    14 - LangChain Labs SQL Agents Toolkits.mp4
    Video lesson
  • 14
    15 - Colab LangChain SQLite FAISS OpenAI Embeddings Setup
    Video lesson
  • 15
    16 - Query Processing and Agent Setup Architecture
    Video lesson
  • 16
    17 - Redis Memory Conversation Buffer Memory
    Video lesson
  • 17
    18 - LangChain FewShot Examples Agents
    Video lesson
  • 18
    19 - LangChain Lab Agent Executor Colaboratory
    Video lesson
  • 19
    20 - LangChain Query Processing Workflow
    Video lesson

3 - Part 1 AWS Security and User Management Part 2 AWS Account Setup

  • 20
    21 - Configure AWS Access Keys
    Video lesson
  • 21
    22 - Creating User Credentials in AWS
    Video lesson
  • 22
    23 - Downloading AWS Cloud9 Credentials
    Video lesson
  • 23
    24 - Finalizing AWS Cloud9 Configuration
    Video lesson
  • 24
    25 - Part 2 Create and activate an AWS account
    Video lesson
  • 25
    26 - Console Home AWS Cloud9 Create Environment
    Video lesson
  • 26
    27 - AWS Cloud9 Overview directory setup
    Video lesson
  • 27
    28 - Setting Up SerpAPI Keys
    Video lesson
  • 28
    29 - AWS Cloud9 ENV file Setup
    Video lesson
  • 29
    30 - AWS Cloud9 Part 2 Project folders and directories setup
    Video lesson
  • 30
    31 - AWS Cloud9 Requirements Setup
    Video lesson
  • 31
    32 - Project Requirements and Setup
    Video lesson
  • 32
    33 - Setting Up Dependencies in AWS Cloud9
    Video lesson
  • 33
    34 - Guide Redis Container Setup
    Video lesson

4 - Cloud9 Scripting Database Langchain OpenAI FAISS

  • 34
    35 - Setting Up Database Scripts Efficiently
    Video lesson
  • 35
    36 - Initializing LangChain Agents A StepbyStep Guide
    Video lesson
  • 36
    37 - Recap Retrievers and Embeddings in LangChain
    Video lesson
  • 37
    38 - Langchain Initialize Agent Review
    Video lesson
  • 38
    39 - Langchain Query Testing and Troubleshooting
    Video lesson
  • 39
    40 - Redis Session Management
    Video lesson
  • 40
    41 - OpenAIEmbeddings and FAISS Setup
    Video lesson
  • 41
    42 - Langchain Integrating ZeroShotAgent and SQL Agent
    Video lesson
  • 42
    43 - Langchain Integrating ZeroShotAgent with AgentExecutor
    Video lesson
  • 43
    44 - LangChain Query Testing
    Video lesson

5 - Chapter 5 AWS EBS Volumes Docker ECR

  • 44
    45 - EBS volumes Resizing on Cloud9
    Video lesson
  • 45
    46 - Resizing EBS Volumes A HowTo Guide
    Video lesson
  • 46
    47 - Rebooting AWS Cloud9 Systems
    Video lesson
  • 47
    48 - Dockerfile Creating an Effective Dockerfile
    Video lesson
  • 48
    49 - Building Docker Images on AWS A StepbyStep Guide
    Video lesson
  • 49
    50 - AWS Credentials for ECR ID Region
    Video lesson
  • 50
    51 - Bash Script for ECR Credentials Management
    Video lesson
  • 51
    52 - Advanced Bash Infrastructure Scripting Techniques
    Video lesson
  • 52
    53 - Pushing Docker Containers Best Practices
    Video lesson

6 - Refactoring our Agent

  • 53
    54 - Optimizing SQLAgent Refactoring Strategies
    Video lesson
  • 54
    55 - SQL Agent Refactoring Techniques
    Video lesson
  • 55
    56 - Scripting Setup for Docker Flask and Apppy
    Video lesson
  • 56
    57 - Scripting for Efficient Data Insertion
    Video lesson
  • 57
    58 - AWS RDS PostgreSQL Data Setup
    Video lesson

7 - Advanced AWS Configurations

  • 58
    59 - AWS Security VPCs Security Groups Subnets
    Video lesson
  • 59
    60 - Introduction to AWS Elastic Container Service
    Video lesson
  • 60
    61 - AWS Architecture Security
    Video lesson
  • 61
    62 - Overview of My AWS RDS Instance
    Video lesson
  • 62
    63 - Comprehensive AWS RDS Setup Guide
    Video lesson
  • 63
    64 - Setting Up RDS in EC2 VPC Part 2
    Video lesson
  • 64
    65 - Creating AWS Security Groups for RDS
    Video lesson
  • 65
    66 - Advanced RDS Configuration Part 3
    Video lesson
  • 66
    67 - Building Tagging and Pushing Docker Images in ECS Cluster
    Video lesson

8 - AWS Elastic Container Service and RDS

  • 67
    68 - AWS ECS Cluster Task Service Creation
    Video lesson
  • 68
    69 - Configuring RDS Security Groups in VPC Console
    Video lesson
  • 69
    70 - Elastic Container Service ECS Clusters in useast1 Region
    Video lesson
  • 70
    71 - Testing AWS ECS Endpoints
    Video lesson
  • 71
    72 - Testing AWS ECS Cluster with Economic Data Agent
    Video lesson
  • 72
    73 - US Treasury Yield Curve Check
    Video lesson

9 - LangChain Tools

  • 73
    74 - Utilizing LangChain Tools A Practical Guide
    Video lesson
  • 74
    75 - Tools Langchain Documentation Overview
    Video lesson
  • 75
    76 - Create Langchain Tools AWS PostgreSQL Example
    Video lesson

10 - Clean Up

  • 76
    77 - AWS Resource Clean Up
    Video lesson
  • 77
    78 - Thank You
    Video lesson
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Course Includes:

  • Price:Free
  • Instructor:admin1
  • Duration:3.5 total hours
  • Lessons:77
  • Students:10
  • Certifications:No
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