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Description of  Mastering Langchain And Aws A Guide To Economic Analysis

Published 2/2024 MP4 | Video: h264, 1920x1080 | Audio: AAC, 44.1 KHz Language: English | Size: 1.93 GB | Duration: 6h 38m 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. Description 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 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!