Our Courses

AI for Developers

Memory-Efficient Neural Network Training

Topics Covered

Level :

Expert

Training large models on limited memory, attention optimization

Course Summary

Train massive neural networks with reduced memory consumption.

Course Description

This course explores advanced techniques for minimizing memory usage during training. Learn to apply strategies like gradient checkpointing and attention mechanism tuning.

Learning Modules

Module 1: Memory Challenges: Identify memory-intensive operations.
Module 2: Optimization Techniques: Use gradient checkpointing and mixed precision.
Module 3: Model Architecture Design: Build models suited for constrained hardware.

Ready to Take the Next Step?

Get tailored solutions for your business’s unique needs with our Consulting Services.