Minimizing GPU RAM and Scaling Model Training Horizontally with Quantization and Distributed Training

Training multibillion-parameter models in machine learning poses significant challenges, particularly concerning GPU memory limitations. A single NVIDIA A100 or H100 GPU, with its 80 GB of GPU RAM, often falls short when handling 32-bit full-precisio...