Back
Gigaversity
Gigaversity.in • 2m
One of our recent achievements showcases how optimizing code and parallelizing processes can drastically improve machine learning model training times. The Challenge: Long Training Times Our model training process was initially taking 8 hours—slowing down iterations and limiting our ability to scale quickly. We knew we needed a solution to speed things up. The Solution: Mixed-Precision & Parallelized Training Mixed-Precision Training: By switching to 16-bit floating point operations (FP16), we significantly reduced memory usage and computation time without sacrificing accuracy. Parallelization: By distributing tasks across multiple GPUs and leveraging distributed computing frameworks, we accelerated the training pipeline.Parallel training using PyTorch Distributed and DataParallel modules By implementing PyTorch’s torch.nn.DataParallel and torch.distributed, we were able to run parallelized training across available GPUs without needing complex infrastructure. This significantly reduced training time while maintaining accuracy and model performance. The Result: Training Time Cut to 1 Hour Through these efforts, we reduced model training time from 8 hours to just 1 hour! This allowed for faster iteration and quicker delivery of results, improving our overall productivity. At Gigaversity, we continue to push the boundaries of efficiency in AI and machine learning. This is just one step in our journey toward innovation. If you Know someone working on model training or optimization? Tag them below—would love to hear how others are solving similar challenges.
Replies (1)
More like this
Recommendations from Medial
Bv Thanush
Ex - Research Intern... • 6m
here goes a decent idea that providing the good placement and training program for tire 2 And tire 3 colleges and we will also have a intern and training program. later we will have connection with the some it companies so we directly conduct the i
See More
Sahil Bhatia
Attended GGSIPU east... • 3m
Dear Connections I’m Sahil Bhatia, founder of an AI-driven recruitment startup revolutionizing resume screening. Our model uses machine learning and TF-IDF to rank resumes based on job relevance, eliminating manual screening inefficiencies. We aim t
See More
Bhavani Singh
Full Stack Software ... • 9m
Our company is training and service-based company focused on empowering students with industry-ready skills. Our programs cater to students who have completed their 10th standard and are pursuing degree courses, offering specialized training in: 1.
See More
Khansaama Food
Authentic Mughlai • 6m
Khansaama Meals Pvt Ltd is an innovative food tech brand that specializes in authentic Mughlai cuisine, operating on a cutting-edge asset-light model. Our mission is to preserve the rich heritage of Mughlai culinary art while delivering it to modern
See More
Khushkaran Kamboj
Exploring opportunit... • 3m
we can build a platform like up work and free lancing platform for all fitness people inclusive of all sports and we ourselves can provide people with fee training and paid training along with offline and online training I need help with coding part
See More
Download the medial app to read full posts, comements and news.