update deadline

README.md

@@ -1,6 +1,30 @@
-# pgdl
+# PGDL task
+### Submission deadline: March 30th, 2024
 
+## Who is this repo for ?
+[Argmax](https://www.argmaxml.com) is hiring Junior Data scientists.
+This repo is meant to be a the first step in the process and it will set the stage for the interview.
+
+
+## About the position
+We are a botique service company that specialize in recommendation systems and personalized-search.
+
+Building a recommender system requires understanding many aspects of the user behaviour and item properties, and we utilize a variety of tools to do so (such as computer vision, natural language processing, large-language models, etc).
+
+An ideal candidate would be someone who is **proficient in python**, **curious** and able to do **independent research** when necessary.
+
+Our offices located in Ramat-Gan, Jabotinsky st. 155 and we work Thursdays from there, the rest of the week we work from home or from clients' premises.
+
+## Some videos from past projects
+
+1. [Uri's talk on structured output with large language models](https://www.youtube.com/watch?v=0mDgjZMcW04)
+1. [Benjamin Kempinski on offline metrics](https://www.youtube.com/watch?v=5OPa2RYL5VI)
+1. [Daniel Hen & Uri Goren on pricing with contextual bandits](https://www.youtube.com/watch?v=IJtNBbINKbI)
+1. [Eitan Zimmerman's talk on visual feed reranking](https://www.youtube.com/watch?v=q4uF8nF5SWk)
+
+## Setup
   1. Set up Docker on your local machine
   2. In a terimal, type `docker compose up`
   3. Browse to [JupyterLab](http://localhost:8888)
+  4. Follow the instructions on the `sql.ipynb` notebook