PyTorch Ultimate (2023) From Basics to Cutting-Edge

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Files Included :

001 Course Overview.mp4 (18.65 MB)
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002 PyTorch Introduction.mp4 (4.93 MB)
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003 System Setup.mp4 (9.54 MB)
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004 How to Get the Course Material.mp4 (18.05 MB)
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006 Setting up the conda environment.mp4 (21.29 MB)
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008 How to work with the course.mp4 (5.83 MB)
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001 Artificial Intelligence (101).mp4 (23.38 MB)
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002 Machine Learning (101).mp4 (15.86 MB)
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003 Machine Learning Models (101).mp4 (11.25 MB)
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001 Deep Learning General Overview.mp4 (22.15 MB)
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002 Deep Learning Modeling 101.mp4 (5.63 MB)
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003 Performance.mp4 (5.45 MB)
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004 From Perceptron to Neural Network.mp4 (8.29 MB)
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005 Layer Types.mp4 (10.33 MB)
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006 Activation Functions.mp4 (15.97 MB)
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007 Loss Functions.mp4 (6.06 MB)
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008 Optimizers.mp4 (9.99 MB)
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001 Underfitting Overfitting (101).mp4 (23.97 MB)
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002 Train Test Split (101).mp4 (5.73 MB)
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003 Resampling Techniques (101).mp4 (7.83 MB)
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001 Section Overview.mp4 (1.7 MB)
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002 NN from Scratch (101).mp4 (24.13 MB)
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003 Calculating the dot-product (Coding).mp4 (11.77 MB)
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004 NN from Scratch (Data Prep).mp4 (36.78 MB)
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005 NN from Scratch Modeling init function.mp4 (13.77 MB)
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006 NN from Scratch Modeling Helper Functions.mp4 (8.99 MB)
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007 NN from Scratch Modeling forward function.mp4 (4.79 MB)
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008 NN from Scratch Modeling backward function.mp4 (14.93 MB)
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009 NN from Scratch Modeling optimizer function.mp4 (5.01 MB)
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010 NN from Scratch Modeling train function.mp4 (48.61 MB)
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011 NN from Scratch Model Training.mp4 (14.08 MB)
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012 NN from Scratch Model Evaluation.mp4 (83.14 MB)
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001 Section Overview.mp4 (1.05 MB)
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002 From Tensors to Computational Graphs (101).mp4 (15.59 MB)
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003 Tensor (Coding).mp4 (34.42 MB)
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001 Section Overview.mp4 (4.1 MB)
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002 Linear Regression from Scratch (Coding, Model Training).mp4 (40.39 MB)
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003 Linear Regression from Scratch (Coding, Model Evaluation).mp4 (58.05 MB)
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004 Model Class (Coding).mp4 (106.55 MB)
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005 Exercise Learning Rate and Number of Epochs.mp4 (3.65 MB)
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006 Solution Learning Rate and Number of Epochs.mp4 (19.57 MB)
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007 Batches (101).mp4 (6.61 MB)
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008 Batches (Coding).mp4 (15.54 MB)
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009 Datasets and Dataloaders (101).mp4 (8.2 MB)
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010 Datasets and Dataloaders (Coding).mp4 (43.02 MB)
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011 Saving and Loading Models (101).mp4 (6.03 MB)
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012 Saving and Loading Models (Coding).mp4 (15.2 MB)
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013 Model Training (101).mp4 (11.92 MB)
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014 Hyperparameter Tuning (101).mp4 (16.61 MB)
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015 Hyperparameter Tuning (Coding).mp4 (32.3 MB)
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001 Section Overview.mp4 (3.38 MB)
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002 Classification Types (101).mp4 (15.59 MB)
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003 Confusion Matrix (101).mp4 (12.69 MB)
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004 ROC curve (101).mp4 (24.39 MB)
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005 Multi-Class 1 Data Prep.mp4 (8.75 MB)
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006 Multi-Class 2 Dataset class (Exercise).mp4 (913.73 KB)
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007 Multi-Class 3 Dataset class (Solution).mp4 (9.35 MB)
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008 Multi-Class 4 Network Class (Exercise).mp4 (4.12 MB)
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009 Multi-Class 5 Network Class (Solution).mp4 (9.39 MB)
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010 Multi-Class 6 Loss, Optimizer, and Hyper Parameters.mp4 (12.7 MB)
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011 Multi-Class 7 Training Loop.mp4 (15.67 MB)
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012 Multi-Class 8 Model Evaluation.mp4 (11.15 MB)
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013 Multi-Class 9 Naive Classifier.mp4 (7.24 MB)
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014 Multi-Class 10 Summary.mp4 (5.28 MB)
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015 Multi-Label (Exercise).mp4 (18.8 MB)
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016 Multi-Label (Solution).mp4 (64.33 MB)
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001 Section Overview.mp4 (2.57 MB)
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002 CNNs (101).mp4 (18.41 MB)
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003 CNN (Interactive).mp4 (7.18 MB)
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004 Image Preprocessing (101).mp4 (31.05 MB)
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005 Image Preprocessing (Coding).mp4 (72.57 MB)
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006 Binary Image Classification (101).mp4 (3.03 MB)
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007 Binary Image Classification (Coding).mp4 (158.54 MB)
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008 MultiClass Image Classification (Exercise).mp4 (31.6 MB)
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009 MultiClass Image Classification (Solution).mp4 (44.59 MB)
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010 Layer Calculations (101).mp4 (36.76 MB)
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011 Layer Calculations (Coding).mp4 (29.95 MB)
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001 Audio Classification (101).mp4 (12.62 MB)
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002 Audio Classification (Exercise).mp4 (20.45 MB)
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003 Audio Classification (Exploratory Data Analysis).mp4 (25.28 MB)
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004 Audio Classification (Data Prep-Solution).mp4 (24.91 MB)
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005 Audio Classification (Model-Solution).mp4 (85.88 MB)
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001 Section Overview.mp4 (1 MB)
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002 Accuracy Metrics (101).mp4 (12.06 MB)
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003 Object Detection (101).mp4 (12.85 MB)
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004 Object Detection with detecto (Coding).mp4 (75.49 MB)
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005 Training a Model on GPU for free (Coding).mp4 (31.74 MB)
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006 YOLO (101).mp4 (18.85 MB)
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007 Labeling Formats.mp4 (17.36 MB)
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008 YOLOv7 Project (101).mp4 (24.95 MB)
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009 YOLOv7 Coding Setup.mp4 (51.14 MB)
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010 YOLOv7 Coding Data Prep.mp4 (60.21 MB)
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011 YOLOv7 Coding Model Training.mp4 (28.07 MB)
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012 YOLOv7 Coding Model Inference.mp4 (47.3 MB)
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013 YOLOv8 Coding Model Training and Inference.mp4 (63.49 MB)
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001 Section Overview.mp4 (751.2 KB)
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002 Style Transfer (101).mp4 (44.75 MB)
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003 Style Transfer (Coding).mp4 (157.46 MB)
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001 Section Overview.mp4 (1.47 MB)
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002 Transfer Learning and Pretrained Networks (101).mp4 (11.44 MB)
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003 Transfer Learning (Coding).mp4 (92.07 MB)
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001 Section Overview.mp4 (1.46 MB)
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002 RNN (101).mp4 (11.21 MB)
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003 LSTM (Coding).mp4 (132.38 MB)
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005 LSTM (Exercise).mp4 (8.66 MB)
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001 Recommender Systems (101).mp4 (30.81 MB)
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002 RecSys (Coding 14) - Dataset and Model Class.mp4 (75.9 MB)
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003 RecSys (Coding 24) - Model Training and Evaluation.mp4 (64.95 MB)
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004 RecSys (Coding 34) - Users and Items.mp4 (19.49 MB)
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005 RecSys (Coding 44) - Precision@k and [email protected] (101.89 MB)
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001 Section Overview.mp4 (1.04 MB)
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002 Autoencoders (101).mp4 (10.55 MB)
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003 Autoencoders (Coding).mp4 (124.24 MB)
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001 Section Overview.mp4 (2.48 MB)
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002 GANs (101).mp4 (24.74 MB)
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003 GANs (Coding).mp4 (65.45 MB)
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004 GANs (Exercise).mp4 (4.7 MB)
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001 Graph Neural Networks (101).mp4 (46.71 MB)
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002 Graph Introduction (Coding).mp4 (14.13 MB)
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003 Node Classification (Coding Data Prep).mp4 (65.2 MB)
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004 Node Classification (Coding Model Train).mp4 (49.74 MB)
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005 Node Classification (Coding Model Eval).mp4 (74.1 MB)
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001 Transformers 101.mp4 (31.69 MB)
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002 Vision Transformers (ViT).mp4 (15.77 MB)
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003 Train ViT on Custom Dataset (Coding).mp4 (151.36 MB)
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001 PyTorch Lighting (101).mp4 (31.22 MB)
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002 PyTorch Ligthning (Coding).mp4 (70.95 MB)
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003 Early Stopping (101).mp4 (9.39 MB)
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004 Early Stopping (Coding).mp4 (18.7 MB)
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001 Semi-Supervised Learning (101).mp4 (41.95 MB)
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002 Supvervised Learning (Reference Model, Coding).mp4 (90.91 MB)
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003 Semi-Supervised Learning (12 Dataset and Dataloader).mp4 (113.15 MB)
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004 Semi-Supervised Learning (22 Modeling).mp4 (109.83 MB)
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001 Natural Language Processing (101).mp4 (33.19 MB)
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002 Word Embeddings Intro (101).mp4 (13.32 MB)
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003 Sentiment OHE Coding Intro.mp4 (4.1 MB)
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004 Sentiment OHE (Coding).mp4 (121.35 MB)
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005 Word Embeddings with NN (101).mp4 (48.62 MB)
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006 GloVe Get Word Embedding (Coding).mp4 (26.17 MB)
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007 Glove Find closest words (Coding).mp4 (25.62 MB)
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008 GloVe Word Analogy (Coding).mp4 (56.55 MB)
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009 Glove Word Cluster (101).mp4 (3.32 MB)
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010 GloVe Word (Coding).mp4 (112.21 MB)
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011 Sentiment with Embedding (101.mp4 (2.38 MB)
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012 Sentiment with Embedding (Coding).mp4 (83.2 MB)
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013 Apply Pre-trained NLP Models (101).mp4 (20.72 MB)
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014 Apply Pre-Trained NLP Models (Coding).mp4 (72.94 MB)
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015 Zero-Shot Text Classification (101).mp4 (16.98 MB)
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016 Zero-Shot Text Classification (Coding).mp4 (100.42 MB)
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001 OpenAI ChatGPT (101).mp4 (125.8 MB)
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002 Resnet (101).mp4 (30.47 MB)
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003 Inception (101).mp4 (12.62 MB)
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004 Inception Module (Coding).mp4 (128.19 MB)
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005 Extreme Learning (101).mp4 (17.44 MB)
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006 Extreme Learning (Coding).mp4 (64.4 MB)
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007 Vector Database (101).mp4 (38.68 MB)
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008 Image Similarity (Coding).mp4 (180.69 MB)
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001 Hooks (101).mp4 (9.14 MB)
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002 Hooks (Coding).mp4 (91.83 MB)
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001 Model Deployment (101).mp4 (15.3 MB)
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002 Flask On-Premise Hello World (Coding).mp4 (23.79 MB)
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003 API On-Premise with Deep Learning Model (Coding).mp4 (68.84 MB)
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004 API On-Premise How to consume the data (Coding).mp4 (24.04 MB)
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005 Google Cloud Deploy Model Weights (Coding).mp4 (46.02 MB)
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006 Google Cloud Deploy REST API (Coding).mp4 (40.1 MB)
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001 Thank you Further Resources.mp4 (3.67 MB)
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