Name		Name	Last commit message	Last commit date
Latest commit History 678 Commits
notebooks		notebooks
3D_Reconstruction_Pose_Depth.ipynb		3D_Reconstruction_Pose_Depth.ipynb
3D_bbox.ipynb		3D_bbox.ipynb
AR_Simulation.ipynb		AR_Simulation.ipynb
Attention_for_Captioning.ipynb		Attention_for_Captioning.ipynb
BCE_Repeated_Objs.ipynb		BCE_Repeated_Objs.ipynb
BERT_Feature_Extractor.ipynb		BERT_Feature_Extractor.ipynb
BLIP_Demo.ipynb		BLIP_Demo.ipynb
BLIP_VQA.ipynb		BLIP_VQA.ipynb
Binary_Segmentation_SIMS.ipynb		Binary_Segmentation_SIMS.ipynb
Binary_Segmentation_SIMS1.ipynb		Binary_Segmentation_SIMS1.ipynb
BioGPT_Large_PubMedQA.ipynb		BioGPT_Large_PubMedQA.ipynb
BraTS_MRI_Prediction_Demo.ipynb		BraTS_MRI_Prediction_Demo.ipynb
BraTS_SAMed_train.ipynb		BraTS_SAMed_train.ipynb
C3VD_url2files.ipynb		C3VD_url2files.ipynb
CIFAR100_CL.ipynb		CIFAR100_CL.ipynb
CIFAR10_AUC_ACC.ipynb		CIFAR10_AUC_ACC.ipynb
CIFAR_100_TrainValid.ipynb		CIFAR_100_TrainValid.ipynb
CIFAR_100_TrainValid_Gamma_Correction.ipynb		CIFAR_100_TrainValid_Gamma_Correction.ipynb
CIFAR_100_TrainValid_Gamma_Correction_AugMix.ipynb		CIFAR_100_TrainValid_Gamma_Correction_AugMix.ipynb
CIFAR_10C.ipynb		CIFAR_10C.ipynb
CIFAR_10H_CNN.ipynb		CIFAR_10H_CNN.ipynb
CIFAR_10H_Swine_Transformer.ipynb		CIFAR_10H_Swine_Transformer.ipynb
CIFAR_10H_Swine_Transformer_V2.ipynb		CIFAR_10H_Swine_Transformer_V2.ipynb
CIFAR_10H_VIT.ipynb		CIFAR_10H_VIT.ipynb
CIFAR_10N_CNN.ipynb		CIFAR_10N_CNN.ipynb
Causal_language_modeling.ipynb		Causal_language_modeling.ipynb
Classification_Decision_Boundary.ipynb		Classification_Decision_Boundary.ipynb
Clip_Visual_Language.ipynb		Clip_Visual_Language.ipynb
Computer_Vision.ipynb		Computer_Vision.ipynb
Correspondences_By_Interpolation_Endonasal.ipynb		Correspondences_By_Interpolation_Endonasal.ipynb
DA1_VS_DA2.ipynb		DA1_VS_DA2.ipynb
DAM.ipynb		DAM.ipynb
DETR_Endovis_dataset.ipynb		DETR_Endovis_dataset.ipynb
DINOv2_Encoder_Downstream_Tasks.ipynb		DINOv2_Encoder_Downstream_Tasks.ipynb
DINOv2_Encoder_PoseNet.ipynb		DINOv2_Encoder_PoseNet.ipynb
DPT.ipynb		DPT.ipynb
DPT_Github_and_HuggingFace.ipynb		DPT_Github_and_HuggingFace.ipynb
Data_Loader_Making_v2.ipynb		Data_Loader_Making_v2.ipynb
Dataset_Preparation_C3VD.ipynb		Dataset_Preparation_C3VD.ipynb
Dataset_Preparation_Endonasal_Real.ipynb		Dataset_Preparation_Endonasal_Real.ipynb
Dataset_Preparation_SCARED.ipynb		Dataset_Preparation_SCARED.ipynb
Deeplabv3_Endonasal_V2.ipynb		Deeplabv3_Endonasal_V2.ipynb
Depth_Anything_DA_C3VD.ipynb		Depth_Anything_DA_C3VD.ipynb
Depth_Anything_DA_SCARED.ipynb		Depth_Anything_DA_SCARED.ipynb
Depth_Anything_Foundation_Model.ipynb		Depth_Anything_Foundation_Model.ipynb
Depth_Anything_Reconstruction.ipynb		Depth_Anything_Reconstruction.ipynb
Depth_Anything_Reconstruction_V2.ipynb		Depth_Anything_Reconstruction_V2.ipynb
Depth_DPT.ipynb		Depth_DPT.ipynb
Depth_SSL.ipynb		Depth_SSL.ipynb
Detection_to_VisualBERT_VQA_COCO.ipynb		Detection_to_VisualBERT_VQA_COCO.ipynb
ECE_(cifar_binary).ipynb		ECE_(cifar_binary).ipynb
Explaining_Image_Captioning.ipynb		Explaining_Image_Captioning.ipynb
Fine_tune_LLama3_2_Vision_Model.ipynb		Fine_tune_LLama3_2_Vision_Model.ipynb
Fine_tune_LLama3_2_Vision_Model_Main.ipynb		Fine_tune_LLama3_2_Vision_Model_Main.ipynb
Fine_tune_a_non_English_GPT_2_Model_with_Huggingface.ipynb		Fine_tune_a_non_English_GPT_2_Model_with_Huggingface.ipynb
Fine_tuning_the_Vision_Transformer_on_CIFAR_10_with_the_🤗_Trainer.ipynb		Fine_tuning_the_Vision_Transformer_on_CIFAR_10_with_the_🤗_Trainer.ipynb
GFPGAN_inference.ipynb		GFPGAN_inference.ipynb
GPT2_Generation.ipynb		GPT2_Generation.ipynb
GPT2_SquadQA.ipynb		GPT2_SquadQA.ipynb
GPT2_Train.ipynb		GPT2_Train.ipynb
GPT2_Visualisation.ipynb		GPT2_Visualisation.ipynb
GPT4_Vs_LLaMA.ipynb		GPT4_Vs_LLaMA.ipynb
GPT_2_Fine_Tuning_w_Hugging_Face_&_PyTorch.ipynb		GPT_2_Fine_Tuning_w_Hugging_Face_&_PyTorch.ipynb
GPT_2_LoRA_QA.ipynb		GPT_2_LoRA_QA.ipynb
GTP_3_Chatbot_API.ipynb		GTP_3_Chatbot_API.ipynb
GradCAM++_Vs_GradCAM.ipynb		GradCAM++_Vs_GradCAM.ipynb
GradCAM++_Vs_GradCAM_Vs_Single_Pass.ipynb		GradCAM++_Vs_GradCAM_Vs_Single_Pass.ipynb
GradCAM_CNN_Vs_ViT.ipynb		GradCAM_CNN_Vs_ViT.ipynb
GradCAM_CNN_Vs_ViT_Vs_Swin.ipynb		GradCAM_CNN_Vs_ViT_Vs_Swin.ipynb
GradCAM_Features_Single_Pass.ipynb		GradCAM_Features_Single_Pass.ipynb
GradCAM_ViT_Features_Single_Pass.ipynb		GradCAM_ViT_Features_Single_Pass.ipynb
GradCam_Lib_Simplified_Vs_Single_Pass.ipynb		GradCam_Lib_Simplified_Vs_Single_Pass.ipynb
Grad_CAM_for_Localization.ipynb		Grad_CAM_for_Localization.ipynb
Gradient_Decent.ipynb		Gradient_Decent.ipynb
Grounded_SAM_Bbox_Segmentation.ipynb		Grounded_SAM_Bbox_Segmentation.ipynb
Grounded_SAM_Tool_Instance_Segmentation.ipynb		Grounded_SAM_Tool_Instance_Segmentation.ipynb
Grounded_SAM_Tool_Instance_Segmentation_V2.ipynb		Grounded_SAM_Tool_Instance_Segmentation_V2.ipynb
HausdorffLoss.ipynb		HausdorffLoss.ipynb
Hypothesis_or_significant_testing.ipynb		Hypothesis_or_significant_testing.ipynb
ImageNet_CIFAR_LT_LS_FL_Trained_Weights.ipynb		ImageNet_CIFAR_LT_LS_FL_Trained_Weights.ipynb
ImageNet_Dataloader.ipynb		ImageNet_Dataloader.ipynb
ImageNet_Dataloader_Transformer_All.ipynb		ImageNet_Dataloader_Transformer_All.ipynb
ImageNet_Download_All.ipynb		ImageNet_Download_All.ipynb
ImbalancedDatasetSampler.ipynb		ImbalancedDatasetSampler.ipynb
Inference_with_ViLT_VQA.ipynb		Inference_with_ViLT_VQA.ipynb
InstructBLIP.ipynb		InstructBLIP.ipynb
InstructBLIP_V2.ipynb		InstructBLIP_V2.ipynb
Intro_to_wandb.ipynb		Intro_to_wandb.ipynb
KNN_CIFAR10.ipynb		KNN_CIFAR10.ipynb
LLAVA_FineTune.ipynb		LLAVA_FineTune.ipynb
LLM_Finetuning.ipynb		LLM_Finetuning.ipynb
LLM_GPT2_LLaMA_QA_LoRA_Working_All.ipynb		LLM_GPT2_LLaMA_QA_LoRA_Working_All.ipynb
LLM_GPT2_QA_Finetune_Instruct.ipynb		LLM_GPT2_QA_Finetune_Instruct.ipynb
LLM_GPT2_QA_LoRA_DoRA_AdaLoRA_Multi_LoRA_MoRA.ipynb		LLM_GPT2_QA_LoRA_DoRA_AdaLoRA_Multi_LoRA_MoRA.ipynb
LLM_Instruction_Tuning_NextWord_Dataloader.ipynb		LLM_Instruction_Tuning_NextWord_Dataloader.ipynb
LLM_LLaMA_SafeLoRA.ipynb		LLM_LLaMA_SafeLoRA.ipynb
LLaMA_V2.ipynb		LLaMA_V2.ipynb
LLaVA_13b_8bit_colab.ipynb		LLaVA_13b_8bit_colab.ipynb
LlaVA_Img_Text_Embedding.ipynb		LlaVA_Img_Text_Embedding.ipynb

Repository files navigation

tutorial_notebooks

To understand DL model architecture, training and testing process for image segmentation: https://github.com/mobarakol/tutorial_notebooks/blob/main/UNet_Model_BraTS.ipynb

To understand Training and testing for DL image classification using network architecture from lib: https://github.com/mobarakol/tutorial_notebooks/blob/main/CIFAR_10H_CNN.ipynb

To understand DL datalaoder, how to build dataloader from scratch with images in folders for multi-class classification: https://github.com/mobarakol/tutorial_notebooks/blob/main/tiny_imagenet.ipynb

To understand multi-label classification metrics: https://github.com/mobarakol/tutorial_notebooks/blob/main/Multi_Label_Instance_Classification.ipynb

To understand Vision Transformer from scratch: https://github.com/mobarakol/tutorial_notebooks/blob/main/ViT_Module_Visualization.ipynb

To understand explainability in CNN and Transformer: https://github.com/mobarakol/tutorial_notebooks/blob/main/GradCAM_CNN_Vs_ViT.ipynb

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