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FreeCourseWeb Pytorch Advanced Deep Learning Computer Vision DataAug

Torrent Info
Category Other
Added Wednesday 25th October 2023 07:46:50 PM (3 years ago)
Size1.4 GB
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Torrent Files (128)
FilenameSize
Get Bonus Downloads Here.url183 bytes
001 Why Should You Take This Course_.en.srt6.4 KB
001 Why Should You Take This Course_.mp434.7 MB
002 Google Colab Setup.en.srt3.7 KB
002 Google Colab Setup.mp418.9 MB
003 Applications.en.srt3.8 KB
003 Applications.mp430.5 MB
004 Course Structure & Important Notes.en.srt3.9 KB
004 Course Structure & Important Notes.mp419.7 MB
001 Data Science in Numpy - Part1 (Code).en.srt16.8 KB
001 Data Science in Numpy - Part1 (Code).mp4117.8 MB
002 Data Science in Pytorch - Part1 (Code).en.srt6.8 KB
002 Data Science in Pytorch - Part1 (Code).mp426.1 MB
003 Data Science in Pytorch - Part 2(Code).en.srt8.1 KB
003 Data Science in Pytorch - Part 2(Code).mp432.4 MB
numpy_v1.ipynb20.4 KB
torch_intro.ipynb9.2 KB
torch_training_process.ipynb64.0 KB
torch_v2.ipynb12.7 KB
001 Pytorch AutoGrad.en.srt7.5 KB
001 Pytorch AutoGrad.mp444.9 MB
002 Custom CNN in Pytorch.en.srt6.7 KB
002 Custom CNN in Pytorch.mp430.3 MB
001 Image Search(Basic & Cluster).en.srt7.9 KB
001 Image Search(Basic & Cluster).mp453.9 MB
002 Faiss Overview.en.srt1.5 KB
002 Faiss Overview.mp44.1 MB
003 Basic Image Search (Code).en.srt6.2 KB
003 Basic Image Search (Code).mp432.5 MB
004 Basic Image Search With pertained Resnet (cifar-10 dataset) (Code).en.srt4.7 KB
004 Basic Image Search With pertained Resnet (cifar-10 dataset) (Code).mp432.6 MB
005 Cluster Search (Code).en.srt3.3 KB
005 Cluster Search (Code).mp417.6 MB
basic_img_search_with_pretraied_resnet_trained_with_cifar10.ipynb66.2 KB
basic_search_with_resnet_imagenet.ipynb69.4 KB
cluster_search_v1.ipynb60.4 KB
faiss.ipynb319.0 KB
001 Why Data Augmentation & History.en.srt5.1 KB
001 Why Data Augmentation & History.mp421.8 MB
002 CutMix Paper Overview.en.srt3.8 KB
002 CutMix Paper Overview.mp422.6 MB
003 Results of CutMix.en.srt2.8 KB
003 Results of CutMix.mp415.1 MB
004 CutMix Algorithm.en.srt2.7 KB
004 CutMix Algorithm.mp411.8 MB
005 CutMix (Code).en.srt8.9 KB
005 CutMix (Code).mp454.6 MB
006 RandAugment.en.srt4.8 KB
006 RandAugment.mp428.8 MB
007 RandAugment (Code).en.srt3.5 KB
007 RandAugment (Code).mp421.9 MB
cutmix.ipynb437.5 KB
randaug.ipynb97.2 KB
001 SoftMax Think out of the box.en.srt5.2 KB
001 SoftMax Think out of the box.mp422.2 MB
002 Temperature Scaling & soft softmax (code).en.srt4.1 KB
002 Temperature Scaling & soft softmax (code).mp426.0 MB
003 Summery.en.srt602 bytes
003 Summery.mp43.3 MB
not_so_soft.ipynb53.6 KB
001 Pretext Task.en.srt2.9 KB
001 Pretext Task.mp46.9 MB
002 Overview of Unsupervised Visual Representation Learning by Context Prediction.en.srt2.4 KB
002 Overview of Unsupervised Visual Representation Learning by Context Prediction.mp413.4 MB
003 Results of UVR by Context Prediction.en.srt5.0 KB
003 Results of UVR by Context Prediction.mp422.0 MB
001 Overview of Jigsaw.en.srt2.0 KB
001 Overview of Jigsaw.mp415.1 MB
002 Network and Training process.en.srt5.2 KB
002 Network and Training process.mp422.6 MB
003 Results of JigSaw.en.srt2.2 KB
003 Results of JigSaw.mp415.6 MB
001 Non-Parametric Instance-level Discrimination & Metric learning approach.en.srt6.7 KB
001 Non-Parametric Instance-level Discrimination & Metric learning approach.mp439.3 MB
002 NPILD Training Process.en.srt3.6 KB
002 NPILD Training Process.mp411.3 MB
003 Non Parametric Softmax.en.srt3.4 KB
003 Non Parametric Softmax.mp49.3 MB
004 Noise contrastive estimation (NCE) - Part 1.en.srt5.0 KB
004 Noise contrastive estimation (NCE) - Part 1.mp415.1 MB
005 FULL NCE Loss.en.srt1.6 KB
005 FULL NCE Loss.mp45.1 MB
006 NPILD Put it all together.en.srt3.6 KB
006 NPILD Put it all together.mp410.7 MB
007 NPILD Result.en.srt2.4 KB
007 NPILD Result.mp414.3 MB
008 Non Parametric Softmax (CrossEntropy) (Code).en.srt6.0 KB
008 Non Parametric Softmax (CrossEntropy) (Code).mp428.6 MB
001 Self-Supervised Learning of Pretext-Invariant Representations (PEARL) - Part 1.en.srt5.1 KB
001 Self-Supervised Learning of Pretext-Invariant Representations (PEARL) - Part 1.mp427.3 MB
002 PEARL Overview Part 2.en.srt3.9 KB
002 PEARL Overview Part 2.mp411.1 MB
003 PEARL Loss.en.srt6.8 KB
003 PEARL Loss.mp420.4 MB
004 PEARL Results.en.srt6.0 KB
004 PEARL Results.mp430.3 MB
001 NCE & Memory Bank (Code).en.srt10.5 KB
001 NCE & Memory Bank (Code).mp453.2 MB
002 Network and Training NPILD & Pearl (Code).en.srt5.9 KB
002 Network and Training NPILD & Pearl (Code).mp440.3 MB
mock_npild_pearl.ipynb35.8 KB
non_parrametric_softmax_crossentropy.ipynb7.3 KB
npild_pearl.ipynb808.3 KB
001 SIMCLR Overview.en.srt4.1 KB
001 SIMCLR Overview.mp427.4 MB
002 SIMCLR & Multiview Batch.en.srt4.1 KB
002 SIMCLR & Multiview Batch.mp418.1 MB
003 SimCLR Algorithm and Loss.en.srt3.4 KB
003 SimCLR Algorithm and Loss.mp416.2 MB
004 Training Details.en.srt1.8 KB
004 Training Details.mp44.2 MB
005 Softmax is invariant under translation (Important).en.srt2.2 KB
005 Softmax is invariant under translation (Important).mp45.9 MB
001 Supervised Contrastive Learning.en.srt6.4 KB
001 Supervised Contrastive Learning.mp431.0 MB
002 Mocking SimCLR(Code).en.srt11.0 KB
002 Mocking SimCLR(Code).mp457.6 MB
003 SimClr and Supervised Contrastive Learning (Code).en.srt7.5 KB
003 SimClr and Supervised Contrastive Learning (Code).mp444.8 MB
mock_selfsupcon_loss.ipynb14.2 KB
selfsupcon_supcon.ipynb453.4 KB
001 Vissl & Albumentations.en.srt3.5 KB
001 Vissl & Albumentations.mp430.1 MB
002 Tips From My Expeience.en.srt5.8 KB
002 Tips From My Expeience.mp414.2 MB
003 Congratulation & Few More ideas.en.srt4.9 KB
003 Congratulation & Few More ideas.mp413.9 MB
Bonus Resources.txt357 bytes
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