What's in an LLM? Demystifying Hugging Face Models & How to Leverage Them For Business Impact

Описание к видео What's in an LLM? Demystifying Hugging Face Models & How to Leverage Them For Business Impact

ML engineers Prema Roman and Patrick Deziel show how you can use Hugging Face, one of the most popular open source LLM platforms, to build applications that deliver value to your organization.

* Workshop Content*

00:00 Introduction
03:30 The Case for Build Your Own Domain-specific Model
16:36 Survey Results
21:18 Unpacking a Hugging Face Model
24:09 Inference with Hugging Face Transformers
26:56 Pre-training or Fine-tuning
30:20 Instruction Fine-tuning
32:26 Creating the Data Set
34:27 Training with SFTTrainer
36:19 Dealing with OOM Errors
38:07 Quantized Models
39:08 Efficient Fine-tuning
40:47 PEFT Method: LoRa Models with Hugging Face
42:08 Task-specific Model Development
42:46 Case Studies
48:41 Q&A

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