Contrastive Learning in Py Torch Part 2: CL on Point Clouds
Papers, Sources Colab Notebook: SimCLRv2: PointNet: PointNet++: EdgeConv: Contrastive Learning Survey: Used Icons All Icons are from flaticon: Used Music Music from Uppbeat (free for Creators ): License code: KJ7PFP0HB9BWHJOF Timestamps 00:00 Introduction 00:22 Errors from last video 01:41 Notebook Setup CODE 02:42 Dataset Intro CODE 05:07 Augmentations and Bias 06:26 Augmentations CODE 09:12 Machine Learning on Point Clouds 11:48 PointNet 13:30 PointNetpp 14:32 EdgeConv 15:53 Other Methods 16:09 Model Architecture 17:25 Model Implementation CODE 20:11 Training CODE 21:05 Batch sizes in CL 22:00 Training cont CODE 22:40 Batching in CL 23:15 Training cont CODE 24:08 Embedding evaluation 27:00 Outro Support me if you like Website: Support me on Patreon: Buy me a coffee on KoFi: Coursera: Link to this channel: EMail: My equipment Microphone: Microphone mount: Monitors: Monitor mount: Heightadjustable table: Ergonomic chair: PC case: GPU: Keyboard: Bluelight filter glasses:
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