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It's Your Data, Master It.
Advanced Deep Learning with Apache Submarine
Overview
Skills Needed
Unlock advanced deep learning techniques with Apache Submarine. Learn distributed training, optimization, and more. Enroll now!
Intermediate knowledge of Apache Submarine fundamentals
Proficiency in deep learning frameworks like TensorFlow or PyTorch
Outline
Advanced Model Parallelism Techniques
Optimizing Data Parallelism for Large-scale Models
Distributed Training Strategies for GPU Clusters
Multi-node Training with Apache Submarine
Efficient Parameter Server Architectures
Handling Imbalanced Datasets in Distributed Training
Model Checkpointing and Recovery
Distributed Hyperparameter Tuning
Deep Learning Model Serving with Apache Submarine
Case Studies in Advanced Deep Learning with Apache Submarine
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