# Bonus Resource: Recorded Interactions from the Archives

As a part of this bootcamp, we will be announcing our live sessions soon. In the meantime, we have curated a selection of valuable resources from Pathway's Archives to broaden your learning horizon.

### 1. Exploring Frontiers of LLMs | Recorded Interaction with Jan Chorowski at IIT Bombay

* **Session Overview:**
  * **Participants:** Anup Surendran (Growth Head at Pathway) and Jan Chorowski (CTO at Pathway).
  * **Jan's Background:** An AI reference figure with a PhD in Neural Networks. Jan has a rich history of co-authoring papers with AI luminaries like Yoshua Bengio and Geoff Hinton and has worked with Microsoft Research, Google Brain, and MILA AI, boasting over 10,000 Google Scholar citations.
* **Session Highlights:**
  * **Evolution of LLMs:** Insights into the development and practical applications of Large Language Models.
  * **Operational Challenges:** Discussion on the challenges faced by LLMs in real-world scenarios.
  * **Learning to Forget:** Exploring this crucial concept in LLM development.
  * **Real-Time Relevance:** Delving into how LLMs adapt and remain pertinent in dynamic environments.
  * **Interactive Q\&A:** Audience-driven discussion on various aspects of LLMs, including document versioning.

{% embed url="https://youtu.be/p_XdA6ERBT0" %}

### 2. Understanding Real-time Use Cases | Recorded Interaction with Adrian Kosowski on ML & AI Podcast

* **Session Overview:**
  * **Participants:** Jon Krohn (Chief Data Scientist at Nebula | [GitHub](https://github.com/jonkrohn)) and Adrian Kosowski (CPO at Pathway | [Google Scholar](https://scholar.google.com/citations?user=om8De_0AAAAJ\&hl=en)).
  * **Adrian's Background:** A distinguished figure in the realm of competitive programming. He previously co-founded Spoj.com, a platform used by millions of developers. Adrian earned his PhD at 20 and has since accrued over 15 years of research experience across disciplines, contributing to over 100 publications.
* **Session Highlights:**
  * **Reactive Data Processing:** Gain a deep understanding of real-time data processing nuances.
  * **Stream vs. Batch Processing:** Explore the differences and practical applications.
  * **Transformers in Data Engineering:** The role of transformers in managing and streaming data.
  * **ML Innovations for Startups:** Discover emerging machine learning tools and approaches beneficial for startups.

{% embed url="https://youtu.be/AjxLnll8QHg" %}

Don't miss these illuminating Fireside Chats that offer unique perspectives on the fast-evolving domains of Large Language Models and Real-time Data Processing. These sessions provide valuable insights into the wonderful world of AI and machine learning.

Stay tuned for more updates as we gear up to announce the live interactions for this exciting bootcamp. :blush:
