FineTuning
Artificial Intelligence
Text Classification Challenge with Extra-Small Datasets: Positive-Tuning Versus ChatGPT The dataset Regular fine-tuning with RoBERTa Few-shot with ChatGPT Positive-tuning a GPT-3 model Conclusion Sources
LLMs excel on extra-small datasets, but classical approaches shine as datasets growOnce more, performance was heavily influenced by the prompt and the samples provided. The model also generated several categories outside the goal list,...
Artificial Intelligence
Effective-tune MPT-7B on Amazon SageMaker 1. Install dependencies and set S3 paths 2. Construct a fine-tuning dataset 3. SageMaker Training job 4. Summary
Learn methods to prepare a dataset and create a training job to fine-tune MPT-7B on Amazon SageMakerNew large language models (LLMs) are being announced every week, each attempting to beat its predecessor and take...
Artificial Intelligence
Occupied with fine-tuning a LLM? Here’s 3 considerations before you start
Takeaway: Breaking a task into smaller subsequent problems will help simplify a bigger problem into more manageable pieces. You may as well use these smaller tasks to resolve bottlenecks related to model limitations.These are...
Artificial Intelligence
Inside Lamini: A Recent Framework for High quality-Tuning LLMs Using Lamini The Data Generator
The framework streamlines the means of using techniques similar to RLHF in your LLM models.This pipeline leverages the Lamini library to call upon different yet similar LLMs to generate diverse pairs of instructions and...
Artificial Intelligence
Inside Lamini: A Recent Framework for Positive-Tuning LLMs Using Lamini The Data Generator
The framework streamlines the strategy of using techniques akin to RLHF in your LLM models.This pipeline leverages the Lamini library to call upon different yet similar LLMs to generate diverse pairs of instructions and...
Artificial Intelligence
Unleashing the Power of GPT-3: High-quality-Tuning for Superhero Descriptions What is required for fine-tuning? A superhero description generation tool Creation of an artificial set of knowledge for...
Step-by-step guide for GPT-3 fine-tuningWe'll construct a tool for this demo to create descriptions of imaginary superheroes. Ultimately, the tool will receive the age, gender, and power of the superhero, and it can robotically...
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