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41 min
Finding training inefficiencies with CentML DeepView
MLOps World - MLOps World & Generative AI World 2024
Yubo Gao
visual-profiler
training-throughput
batch-size
mixed-precision
tensor-cores
flash-attention
deep-learning
machine-learning
performance-optimization
profiling
gpu-utilization
pytorch
tensorflow
model-deployment
cost-optimization
energy-efficiency
30 min
Fast Data Loading for Deep Learning Workloads with LakeFS Mount
MLOps World - MLOps World & Generative AI World 2024
Amit Kesarwani
data-versioning
lakefs
data-loading
git-like
data-consistency
data-lake
deep-learning
mlops
data-management
object-storage
data-pipelines
tensorflow
24 min
Large Language Model Training and Serving at LinkedIn
MLOps World - MLOps World & Generative AI World 2024
Dre Olgiati
llm
large-language-models
ai
machine-learning
mlops
training
gpu
kubernetes
python
tensorflow
pytorch
kernels
optimization
memory-management
transformer
1h 22m
Create and Deploy a Lightweight Microservice in WebAssembly
KubeCon + CloudNativeCon - KubeCon + CloudNativeCon Europe 2023
Tai Hung-Ying
Vivian Hu
webassembly
wasm
microservices
rust
javascript
docker
kubernetes
wasm-edge
dapr
tensorflow
ai-inference
cloud-native