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53 changes: 23 additions & 30 deletions README.md
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# LLM Primer
# Large Language Models Seminar Series


[![DOI](https://zenodo.org/badge/711789813.svg)](https://zenodo.org/doi/10.5281/zenodo.10276557)

A multi-part seminar series on Large Language Models (LLMs).

Interactive version for the list of topics covered: [Large Language Models](https://xmind.works/share/cmFNh1uK?xid=SjTLV1U0)
![Session 1](images/home_page/Large%20Language%20Models.png)

## Session 1 - Emergence, Fundamentals and Landscape of LLMs
<p align="center"><a href="https://xmind.works/share/cmFNh1uK?xid=SjTLV1U0">Large Language Models Full Topic List</a></p>

## 👉 [Emergence, Fundamentals and Landscape of LLMs](session_1)

Covers important building blocks of what we call an LLM today, where they came from, etc. and then we'll dive into the deep universe that has sprung to life around these LLMs.

![Session 1](images/home_page/Large%20Language%20Models-session%201.png)
![Session 1](images/home_page/Session%201.png)

Session details:
- Date: 6 Dec, 2023
- Speakers: Hetul Patel, Manish Gupta
- Location: Inofusp Innovations LLP, Ahmedabad
- Material: Accessible at [session 1](session_1) sub directory.


## Session 2 - Universe of Pretrained LLMs and Prompt Engineering
## 👉 Universe of Pretrained LLMs and Prompt Engineering

In this session, we will introduce various pretrained LLMs, encompassing both open source and proprietary options. We will explore differrnt prompt engineering techniques to use pretrained LLMs for different tasks.

![Session 2](images/home_page/Large%20Language%20Models-session%202.png)
![Session 2](images/home_page/Session%202.png)


Session details:
- Coming soon...
Coming soon...

## Session 3 - Applications of LLMs and Application Development Frameworks
## 👉 Applications of LLMs and Application Development Frameworks

Explore diverse applications of Large Language Models (LLMs) and the frameworks essential for streamlined application development. Uncover how LLMs can revolutionize tasks and leverage frameworks for efficient integration into real-world applications.

![Session 3](images/home_page/Large%20Language%20Models-session%203.png)
![Session 3](images/home_page/Session%203.png)

Session details:
- Coming soon...
Coming soon...

## Session 4 - Training and Evaluating LLMs On Custom Datasets
## 👉 Training and Evaluating LLMs On Custom Datasets

Delve into the intricacies of training and evaluating Large Language Models (LLMs) on your custom datasets. Gain insights into optimizing performance, fine-tuning, and assessing model effectiveness tailored to your specific data.

![Session 4](images/home_page/Large%20Language%20Models-session%204.png)
![Session 4](images/home_page/Session%204.png)

Session details:
- Coming soon...
Coming soon...

## Session 5 - Optimizing LLMs For Inference and Deployment Techniques
## 👉 Optimizing LLMs For Inference and Deployment Techniques

Learn techniques to optimize Large Language Models (LLMs) for efficient inference. Explore strategies for seamless deployment, ensuring optimal performance in real-world applications.

![Session 5](images/home_page/Large%20Language%20Models-session%205.png)
![Session 5](images/home_page/Session%205.png)

Session details:
- Coming soon...
Coming soon...

## Session 6 - Open Challanges With LLMs
## 👉 Open Challanges With LLMs

Delve into the dichotomy of small vs large LLMs, navigating production challenges, addressing research hurdles, and understanding the perils associated with the utilization of pretrained LLMs. Explore the evolving landscape of challenges within the realm of Large Language Models.

![Session 6](images/home_page/Large%20Language%20Models-session%206.png)
![Session 6](images/home_page/Session%206.png)

Session details:
- Coming soon...
Coming soon...

## Bonus - LLM Courses
## 👉 LLM Courses

List of courses to learn LLMs at your own pace.

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## Session 1 - Emergence, Fundamentals and Landscape of LLMs
## Session 1 - Emergence, Fundamentals and Landscape of LLMs

<p align="center"><img src="../images/home_page/Session%201.png" alt="Sessio 1" style="width:70%;"/></p>


Covers important building blocks of what we call an LLM today, where they came from, etc. and then we'll dive into the deep universe that has sprung to life around these LLMs.

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## Outline

![Session 1](../images/home_page/Large%20Language%20Models-session%201.png)

* Part 1: [Emergence of LLMs](part_1_emergence_of_llms)
* Part 2: [Building Blocks of LLMs](part_2_building_blocks_of_llms)
* Part 3: [Landscape of LLMs](part_3_landscape_of_llms)

## Session details:

* Date: 6 Dec, 2023
* Speakers: [Hetul Patel](https://in.linkedin.com/in/hetul-v-patel), [Manish Gupta](https://in.linkedin.com/in/manish-gupta15)
* Location: [Infocusp Innovations LLP., Ahmedabad](https://www.infocusp.com/)

## Material

* Recording: TODO
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