Merge pull request #37 from FullStackWithLawrence/next

docs: add sample results

Author: lpm0073

README.md

@@ -59,12 +59,43 @@ python3 -m models.examples.load "/path/to/your/pdf/documents"
 python3 -m models.examples.rag "What analytics and accounting courses does Wharton offer?"
 ```
 
-### More about example 5 Retrieval Augmented Generation
+### Retrieval Augmented Generation
 
-I uploaded a batch of 21 sets of lecture notes in PDF format for an online analytics course taught by [Professor Brian Bushee](https://accounting.wharton.upenn.edu/profile/bushee/). You can download these from https://cdn.lawrencemcdaniel.com/fswl/openai-embeddings-data.zip to test whether your results are consistent.
+For the question, _"What analytics and accounting courses does Wharton offer?"_ , an
+embedding can potentially dramatically alter the response generated by chatGPT. To illustrate, I uploaded a batch of 21 sets of lecture notes in PDF format for an online analytics course taught by Wharton professor [Brian Bushee](https://accounting.wharton.upenn.edu/profile/bushee/). You can download these from https://cdn.lawrencemcdaniel.com/fswl/openai-embeddings-data.zip to test whether your results are consistent.
 
-After creating an embedding of these pdf documents, you can call models.examples.rag, which should
-provide a quite different response compared to a standard chatGPT prompt. It should resemble the following:
+#### The control set
+
+Example 1 above, a generic chatGPT prompt with no additional guidance provided by a system prompt nor an embedding, generates the following response:
+
+```console
+Wharton offers a variety of analytics and accounting courses. Some of the analytics courses include:
+
+1. Introduction to Business Analytics: This course provides an overview of the fundamentals of business analytics, including data analysis, statistical modeling, and decision-making.
+
+2. Data Visualization and Communication: This course focuses on the effective presentation and communication of data through visualizations and storytelling techniques.
+
+3. Predictive Analytics: This course explores the use of statistical models and machine learning algorithms to predict future outcomes and make data-driven decisions.
+
+4. Big Data Analytics: This course covers the analysis of large and complex datasets using advanced techniques and tools, such as Hadoop and Spark.
+
+In terms of accounting courses, Wharton offers:
+
+1. Financial Accounting: This course provides an introduction to the principles and concepts of financial accounting, including the preparation and analysis of financial statements.
+
+2. Managerial Accounting: This course focuses on the use of accounting information for internal decision-making and planning, including cost analysis and budgeting.
+
+3. Advanced Financial Accounting: This course delves into more complex accounting topics, such as consolidations, partnerships, and international accounting standards.
+
+4. Auditing and Assurance Services: This course covers the principles and practices of auditing, including risk assessment, internal controls, and audit procedures.
+
+These are just a few examples of the analytics and accounting courses offered at Wharton. The school offers a wide range of courses to cater to different interests and skill levels in these fields.
+(venv) (base) mcdaniel@MacBookAir-Lawrence openai-embeddings % python3 -m models.examples.online_courses "analytics and accounting"
+```
+
+#### Same prompt but with an embedding
+
+After creating an embedding from the sample set of pdf documents, you can prompt models.examples.rag with the same question, and it should provide a quite different response compared to the control from example 1. It should resemble the following:
 
 ```console
 Wharton offers a variety of analytics and accounting courses. Some of the courses offered include: