Скачать с ютуб FULL TUTORIAL: Price Elasticity and Optimization in Python (feat. pyGAM) в хорошем качестве

FULL TUTORIAL: Price Elasticity and Optimization in Python (feat. pyGAM)

Hey future Business Scientists, welcome back to my Business Science channel. This is Learning Lab 87 where I shared how I do Price Elasticity Modeling and Price Optimization in Python. This FULL TUTORIAL is JAMMED to the brim with value. I cover an in-depth Python Price Elasticity and Optimization workshop that covers exploratory analysis, modeling events, working with outliers, using generalized additive models (GAMs) with pyGAM, and more! ** LIMITED TIME OFFER ** 💥 Learn Python with Me: https://learn.business-science.io/2-c... Table of Contents 00:00 Introduction to Price Elasticity & Optimization in Python 01:22 Agenda: The 4 Things We Cover Today 03:09 Why listen to me (my background) 06:19 Python Price Optimization (FULL CODE TUTORIAL) 07:35 The VSCode Workshop Files 09:10 Part 1: Expectile GAM Primer 12:10 GAM Modeling: 1 Price-Demand Model with GAMs 16:36 Part 2: Price Elasticity Modeling and Optimization 19:40 Data Preparation: Adding Is Event and Revenue 22:17 Exploratory Data Analysis for Price Elasticity 24:46 Special Event Analysis (Outliers) 31:20 Story: My Dinner with a $1Billion Dollar Per Year Company (How they price) 34:11 Linear Regression: Modeling the Effect of Events 41:05 GAMs: Modeling the "Every-Day" Price 47:00 Visualization: Price-Quantity Model Profiles 48:45 Price Optimization Objective: Maximize Revenue 51:51 Visualize the Revenue Optimization 55:32 GAMs: Modeling the "Special Event" Price 1:01:29 Conclusions: Why do companies hire data scientists? #DataScience #MachineLearning #Python