8bit.tr Journal
Training
5 articles tagged with Training.
January 3, 2026
Parameter-Efficient Fine-Tuning: LoRA, QLoRA, and Practical Trade-Offs
A hands-on guide to PEFT methods like LoRA and QLoRA, with deployment trade-offs for quality, cost, and speed.
December 25, 2025
Sequence Parallelism: Scaling Context Without Breaking Training
A technical guide to sequence parallelism and how it improves training efficiency for long-context models.
December 23, 2025
Synthetic Data for LLMs: Quality, Diversity, and Safety
How to generate synthetic data that improves model performance without amplifying bias or noise.
December 15, 2025
Distributed Training at Scale: Data, Parallelism, and Stability
A technical guide to scaling model training with data, tensor, and pipeline parallelism while keeping runs stable.
December 4, 2025
Differential Privacy for LLM Training: Protecting Data at Scale
A practical guide to applying differential privacy in LLM training without destroying model utility.