🦃 #8 Live: Intro to SageMaker Training, Classifying Images with ResNet50 and Pre-Trained Models

Описание: 🤖🧠 We'll be live coding this Thursday at 12:00 EST.

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🧠 Machine Learning Series:    • 🧠 Machine Intelligence  
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0:00 Start
2:05 Intro
3:45 Tutorials ready
5:22 Contents of Live 8
7:59 What is ml5.js?
12:14 What is p5.js?
13:26 What is Paper.js?
13:57 TensorFlow.js
15:14 ml5.js vs. TensorFlow.js
17:41 TensorFlow Hub
22:05 Keras
25:02 Let's code
31:07 Custom Python Environments with Anaconda
37:04 Custom Python Environments, Summary
42:06 Interlude
42:59 SageMaker
43:29 Train a Custom TensorFlow Model in SageMaker
2:02:27 Azure, Google Cloud Platform AWS
2:05:42 Comparing SageMaker Training Job Results
2:19:03 QA
2:20:52 Question: Anything you wished you had done differently in your ML learning journey?
2:23:43 Interlude
2:24:23 Call for collaborators
2:29:00 Question: What is an ML/AI learning path you would propose for a beginner?
2:34:23 Interlude
2:34:33 Question: Did you have a vision while learning ML about how you wanted to deploy those models in AEC?
2:38:04 Interlude
2:38:56 SageMaker Training Job Results Comparsion
2:43:54 Break
2:48:24 SageMaker Training Notebook Cleanup
3:00:06 Interlude
3:01:53 SageMaker Training Job Results
3:04:12 Classifying Clothing With a Trained Model
3:27:40 Classifying Images with ResNet50
3:41:25 Looking for ResNet50 for TensorFlow.js
3:42:36 Converting a SavedModel to TensorFlow.js
3:49:33 Happy Thanksgiving
3:50:37 Laggy Outro