add video transcript summarization of Lance Martin videos

Author: bvahdat

README.md

@@ -4,3 +4,4 @@ This repository contains my WIP ramblings around Machine-, Deep-Learning:
 2. [Kaggle's Pneumonia - Chest X-Ray Images](./kaggle/pneumonia/)
 3. [Kaggle's Titanic - Machine Learning from Disaster](./kaggle/titanic/)
 4. [Time Series - Stock Market ACF, PACF Analysis on Log-Returns](./time_series/returns/)
+4. [LLM - Transcript summarization of the `RAG From Scratch` videos by Lance Martin](./llm/summarization/)

llm/summarization/README.md

@@ -0,0 +1,22 @@
+# What is this codebase about?
+
+See the `rag_from_scratch_summarization.ipynb` notebook in this folder.
+
+# How to run
+
+I use [miniconda](https://docs.conda.io/en/latest/miniconda.html) through [Homebrew](https://formulae.brew.sh/cask/miniconda) on my Mac to setup the required environment:
+
+```
+conda create -n rag-from-scratch -c conda-forge notebook==7.1.0 langchain=0.1.20 langchain-community=0.0.38 langchain-openai=0.0.8 pydub=0.25.1 pytube=15.0.0 yt-dlp=2024.4.9 python=3.10.13
+conda activate rag-from-scratch
+pip install openai-whisper==20231117
+jupyter notebook rag_from_scratch_summarization.ipynb
+```
+
+The corresponding LangSmith traces are [here](https://smith.langchain.com/public/7ac73fde-b775-47ca-be38-adcb3f7d1606/r).
+
+Finally the created environment above can be removed through:
+
+```
+conda deactivate && conda remove --name rag-from-scratch --all
+```