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In this seminar, we will explore the fundamentals of conversational AI, from understanding the underlying technologies to hands-on demonstrations of building chatbot applications.

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Conversational-ai-papers

In this seminar, we will explore the fundamentals of conversational AI, from understanding the underlying technologies to hands-on demonstrations of building chatbot applications.

Title Paper / Resource Year Why is it interesting? Asignee Recording Slides
Large Languague Models GPT2, GPT4, InstructGPT 2023
read why A review of the greatest and latest LLMs.
@ganitk zoom(oY$3#=&W) slides
Large Languague Models Llama 2 2023
read why A review of the greatest and latest LLMs.
@Tal Ben Haim zoom(cH?85a^6) slides
Hands-on vectorDB (pinecode) Vector db summary, Code example 2023
read why A short turtorial of how to use open source libraries to retrive documents.
Self-work zoom(code) slides
LangChain & AutoGPT Introduction to langchain, AutoGPT 2023
read why A turtorial on the latest and greatest apis for conversational ai.
@Sagi zoom(code) slides
Adapter models K-adapters, AdapterHub 2020
read why Model specialization technique which trains only small components on top of the existing model layers.
@Shira zoom(code) slides
Parameter-efficient fine-tuning (PEFT) LoRA, QLoRA, AdaLoRA 2021 - 2023
read why Fine-tune technique that do not require full model finetuning. The idea behind LoRA is that fine-tuning a foundation model on a downstream task does not require updating all of its parameters. There is a low-dimension matrix that can represent the space of the downstream task with very high accuracy.
@Mengi zoom(code) slides
Retrieval-Augmented Language Modeling (RALM) In-Context Retrieval-Augmented Language Models 2023
read why A method for incoporating the retrived documents for the generation process of the LM
AI21 Presenter zoom(code) slides

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In this seminar, we will explore the fundamentals of conversational AI, from understanding the underlying technologies to hands-on demonstrations of building chatbot applications.

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