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:
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Master LangChain and AWS for economic data analysis.
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Gain proficiency in SQL and database management.
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Analyze real economic indicators and business cycles.
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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!
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1
Mastering LangChain and AWS: Course Intro -
2
OpenAI API Key Setup
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3
US Treasury Yield Curve
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4
St. Louis Fed Web Services: FRED® API
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5
US Business Cycle Expansions and Contractions | NBER
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6
Lab: Colab | Data tables setup Part 1
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7
Code File
See code files for subsequent lectures
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8
SQLite: Business Cycles Table
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9
Lab: SQLite FRED Data Load
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10
Lab: SQLite Test
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11
LangChain Setup and Schema Design in SQLite
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12
LangChain Lab: SQLDatabaseChain
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13
Agents and Chains
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14
LangChain Labs | SQL Agents & Toolkits
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15
Colab | LangChain SQLite, FAISS, OpenAI Embeddings Setup
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16
Query Processing and Agent Setup: Architecture
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17
Redis Memory | Conversation Buffer Memory
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18
LangChain | Few-Shot Examples & Agents
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19
LangChain Lab | Agent Executor: Colaboratory
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20
LangChain | Query Processing Workflow
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21
Part 1: Configure AWS Access Keys
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22
Creating User Credentials in AWS
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23
Downloading AWS Cloud9 Credentials
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24
Finalizing AWS Cloud9 Configuration
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25
Part 2: Create and activate an AWS account
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26
Console Home | AWS Cloud9 Create Environment
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27
AWS Cloud9 Overview: directory setup
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28
Setting Up SerpAPI Keys
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29
AWS Cloud9: .ENV file Setup
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30
AWS Cloud9: Project folders and directories setup
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31
AWS Cloud9 Requirements Setup
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32
Project: Requirements and Setup
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33
Setting Up Dependencies in AWS Cloud9
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34
Guide: Redis Container Setup
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35
Setting Up Database Scripts Efficiently
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36
Initializing LangChain Agents: A Step-by-Step Guide
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37
Recap: Retrievers and Embeddings in LangChain
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38
Langchain: Initialize Agent Review
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39
Langchain | Query Testing and Troubleshooting
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40
Redis Session Management
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41
OpenAIEmbeddings and FAISS Setup
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42
Langchain: Integrating ZeroShotAgent and SQL Agent
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43
Langchain: Integrating ZeroShotAgent with AgentExecutor
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44
LangChain Query Testing
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45
EBS volumes: Resizing on Cloud9
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46
Resizing EBS Volumes: A How-To Guide
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47
Rebooting AWS Cloud9 Systems
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48
Dockerfile: Creating an Effective Dockerfile
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49
Building Docker Images on AWS: A Step-by-Step Guide
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50
AWS Credentials for ECR | ID | Region
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51
Bash Script for ECR Credentials Management
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52
Advanced Bash Infrastructure Scripting Techniques
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53
Pushing Docker Containers: Best Practices
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59
AWS Security: VPCs, Security Groups, Subnets
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60
Introduction to AWS Elastic Container Service
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61
AWS Architecture & Security
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62
Overview of My AWS RDS Instance
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63
Comprehensive AWS RDS Setup Guide
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64
Setting Up RDS in EC2 VPC: Part 2
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65
Creating AWS Security Groups for RDS
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66
Advanced RDS Configuration: Part 3
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67
Building, Tagging, and Pushing Docker Images in ECS Cluster
Lessons:
