3D Deep Learning tutorial with Pytorch3d

#pytorch #pytorch3d #3ddeeplearning #deeplearning #machinelearning

In this video, I try the 3D Deep Learning tutorials from Pytorch 3D. Join me and learn a bit about 3D Deep Learning.

✅ Recommended Courses
(Includes Amazon Affiliate Links)
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⭐ Python for Everybody 👉🏼 https://coursera.pxf.io/mgJKke
⭐ Machine Learning Specialization with Andrew Ng 👉🏼 https://imp.i384100.net/KemLOy
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✅ Recommended Playlists
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#️⃣ Wildlife Detection with the Raspberry PI 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpA_Jh
#️⃣ Tensorflow Style Transfer Tutorial and Examples 👉 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpDmz2
#️⃣ 3D Deep Learning 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpBPBE
#️⃣ Creating a 3D model of a Photo using Python and Numpy 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpDs8u
#️⃣ Python Problems for Beginners 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpC-fs
#️⃣ Python Bot Development For Beginners 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpBwRE
#️⃣ Web Scraping Projects 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpBUHg
#️⃣ Blender Python API 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpBlVn

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💻 Ryzen 5950 and RTX 3090 PC for Gaming And ML 👉🏼 https://amzn.to/3Pz5saF
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✅ My RTX 3070 and Ryzen 5900 Machine Learning PC Build
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#️⃣ Watch My First Deep Learning PC Build 👉🏼 https://youtube.com/playlist?l....ist=PL3OV2Akk7XpBQBa
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✅ MY EQUIPMENT FOR YOUTUBE
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==================================
📸 Sony Vlog Camera ZV1 👉🏼 https://amzn.to/3BinAkO
🎤 Rode Wireless GO 👉🏼 https://amzn.to/3PNA7AQ
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✅ Timestamps
0:00 Introduction
1:00 Heterogeneous Batching
1:40 3D Operators
3:56 Differential Renderer
4:33 pytorch3d.datasets
5:54 Google Colab: Deform a source mesh to form a target mesh using 3D loss functions
6:52 Loss functions/regularizers: Chamfer distance, edge loss, laplacian smoonthing, normal consistency
8:58 Using Stochastic Gradient Descent for Optimization loop
13:38 Opening the reconstructed mesh in Blender (Dolphin)
16:00 Trying Pytorch3D's visualization tools for Plotly
22:27 Fit a mesh using Pytorch3D's differential renderer