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Cover image for I Fine-Tuned a 270M Model on My Laptop (Full Fine-Tuning, From Scratch)

Suman Nath

Jun 21

I Fine-Tuned a 270M Model on My Laptop (Full Fine-Tuning, From Scratch)

#machinelearning #llm #python #ai

2 min read

Cover image for LoRA: I Trained <1% of a 1.5B Model and Matched a Full Fine-Tune

Suman Nath

Jun 21

LoRA: I Trained <1% of a 1.5B Model and Matched a Full Fine-Tune

#machinelearning #llm #python #ai

3 min read

Cover image for QLoRA: Fine-Tuning a 7B Model on a 16GB GPU (It Shrank to 5.4GB in Front of Me)

Suman Nath

Jun 21

QLoRA: Fine-Tuning a 7B Model on a 16GB GPU (It Shrank to 5.4GB in Front of Me)

#machinelearning #llm #python #ai

3 min read

Cover image for If a 270M Model Already Worked, Why Did I Fine-Tune a 7B One?

Suman Nath

Jun 21

If a 270M Model Already Worked, Why Did I Fine-Tune a 7B One?

#machinelearning #llm #mlops #ai

3 min read