PyConIL 2021 - From Research to Production, Minus the Boilerplate

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- The challenge of Deep Learning Boilerplate
- PyTorch Lightning Overview & Innovations
- From Research to Production, Lightning on the Grid

  1. Lightning AI
  2. PyTorch Lightning
  3. PyTorch
  4. Open Source
  5. Machine Learning
  6. AI
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PyConIL 2021 - 0:17:47

PyConIL 2021 - From Research to Production, Minus the Boilerplate

Adam Hopkins: Liberate 0:18:46

Adam Hopkins: Liberate your API: Building a task manager inside Sanic

Lightning Chat with 0:11:18

Lightning Chat with NeMo's Research Scientist

CPython byte-code and 0:18:13

CPython byte-code and code-injection by Tom Zickel

PyTorch 101 1:50:00

PyTorch 101

TorchMetrics Presentation Tool 0:02:30

TorchMetrics Presentation Tool

Dream in Code 0:27:00

Dream in Code - Dan Gittik - Pycon Israel 2017

Controlling Lightning Training 0:03:19

Controlling Lightning Training and Eval Loops

Gource visualisation: karpathy/minGPT 0:00:15

Gource visualisation: karpathy/minGPT on 2020-08-21

Building Serverless applications 0:26:34

Building Serverless applications with Python - Andrii Soldatenko - Pycon Israel 2017

Structured Predictions an 0:26:14

Structured Predictions an historical overview - Shai Harel - Pycon Israel 2017

TorchMetrics Presentation Tool 0:02:30

TorchMetrics Presentation Tool

Intersection over Union 0:21:46

Intersection over Union Explained and PyTorch Implementation

Exploring and Analyzing 0:24:05

Exploring and Analyzing Open Satellite Imagery data - Yaron Michl - Pycon Israel 2017

Best Practices and 1:00:32

Best Practices and Memory-Efficient Coding in Pytorch