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Optimizer5 years ago
Intro | Basic steppers | Weight decay | L2 regularization | Making the step | Zero grad | Average grad | Average sqr_grad | SGD | RMSProp | Adam | RAdam | QHAdam | Larc | LAMB | Lookahead
fastai 2.2.2Turgut Abdullayev optimizer.Rmd
Medical image5 years ago
Intro | Dataset | Dataloader | Fit model | Conclusion
fastai 2.2.2Turgut Abdullayev medical_dcm.Rmd
Audio Classification5 years ago
Intro | Dataset | Visualize | Preparing the dataset | Dataloader | Pretrained model | Conclusion
fastai 2.2.2Turgut Abdullayev audio.Rmd
Multilabel classification5 years ago
Intro | Multilabel | Preprocess | Pretrained model | Datablock | Model | Conclusion
fastai 2.2.2Turgut Abdullayev multilabel.Rmd
Question-Answering5 years ago
Intro | Dataset | Preprocess | Datalaoder | Train | Conclusion
fastai 2.2.2Turgut Abdullayev question_answering.Rmd
RoBERTa5 years ago
Intro | Binary task | Dataloader | RoBERTa model | Conclusion
fastai 2.2.2Turgut Abdullayev textclassification.Rmd
Speech Recognition5 years ago
Intro | Dataset | Preprocess | Model | Add callbacks | Conclusion
fastai 2.2.2Turgut Abdullayev audio2tf.Rmd
Text-summarization5 years ago
Intro | Dataset | Pretrained model | Datablock | Train | Conclusion
fastai 2.2.2Turgut Abdullayev textsummarize.Rmd
Time-Series5 years ago
Intro | Grab data | Preprocess | Split | Dataloader and Inception model | Optimal LR | Conclusion
fastai 2.2.2Turgut Abdullayev time_series.Rmd
Bayesian Optimisation5 years ago
Intro
fastai 2.2.2Turgut Abdullayev bayes_opt.Rmd
Basic Image Classification6 years ago
Intro | Image data | Dataloader | ResNet50 | Fit | Conclusion
fastai 2.2.2Turgut Abdullayev basic_img_class.Rmd
Low-level ops6 years ago
Intro | Dataset | Inplace tensor ops | Slicing | No change | 1st list | 1st matrix | 1st matrix 1st row | 2nd list 2nd matrix 2nd row | NN module | Dataloaders | Model | Conclusion
fastai 2.2.2Turgut Abdullayev low.Rmd
Object detection6 years ago
Intro | Dataset | Dataloader | RetinaNet | Fit
fastai 2.2.2Turgut Abdullayev obj_detect.Rmd
Data augmentation6 years ago
Intro | Dataset | Flipped | Dihedral | CropPad | PadModes | RandomCrop | CenterCrop | Resize method | RandomResizeCrop
fastai 2.2.2Turgut Abdullayev data_aug.Rmd
Head pose6 years ago
Intro | Task | Preparation | Fit
fastai 2.2.2Turgut Abdullayev head_pose.Rmd
Migrating from Catalyst6 years ago
Intro | Catalyst with fastai | Fit
fastai 2.2.2Turgut Abdullayev catalyst.Rmd
Migrating from Ignite6 years ago
Intro | Ignite with fastai
fastai 2.2.2Turgut Abdullayev migrating_ignite.Rmd
Migrating from Lightning6 years ago
Intro | Lightning with fastai
fastai 2.2.2Turgut Abdullayev lightning.Rmd
Migrating from Pytorch6 years ago
Plain Pytorch with fastai
fastai 2.2.2Turgut Abdullayev migrating_pytorch.Rmd
GPT26 years ago
Intro | Dataset | Transformers | Tokenize | Dataloader | Conclusion
fastai 2.2.2Turgut Abdullayev gpt.Rmd
Super-Resolution GAN6 years ago
Intro | Dataset | Parameters and dataloader | Fit | Conclusion
fastai 2.2.2Turgut Abdullayev super_res_gan.Rmd
Custom Image Classification6 years ago
Intro | Preparation | Get data | Dataloaders | Fit model | Conclusion
fastai 2.2.2Turgut Abdullayev custom_img.Rmd
Callbacks6 years ago
Intro | MNIST data | TerminateOnNaNCallback | EarlyStoppingCallback | ReduceLROnPlateau | CSVLogger
fastai 2.2.2Turgut Abdullayev callbacks.Rmd
Basic Tabular6 years ago
Intro | Tabular | Dataloaders | Fit | Conclusion
fastai 2.2.2Turgut Abdullayev Basic_Tabular.Rmd
Neural Machine Translation6 years ago
tfaddons 0.10.3Turgut Abdullayev NMT.Rmd