Udemy - Machine Learning, Deep Learning and Bayesian Learning
大小
5.54 GB
文件数
368
Info Hash:
7D5676BF19015AD718D07C75CD1AC2BE7F82FAE6
收录时间
2026-01-01 03:02:50
更新时间
2026-01-01 03:02:50
文件列表 (368)
01 - Introduction/001 Introduction.mp4
41.8 MB
01 - Introduction/001 Introduction_en.vtt
2.22 KB
01 - Introduction/002 How to tackle this course.mp4
48.85 MB
01 - Introduction/002 How to tackle this course_en.vtt
6.21 KB
01 - Introduction/003 Installations and sign ups.mp4
42.79 MB
01 - Introduction/003 Installations and sign ups_en.vtt
4.75 KB
01 - Introduction/004 Jupyter Notebooks.mp4
8.71 MB
01 - Introduction/004 Jupyter Notebooks_en.vtt
4.94 KB
01 - Introduction/005 Course Material.html
130 B
01 - Introduction/30889860-course-code-material.zip
26.2 MB
02 - Basic python + Pandas + Plotting/001 Intro.mp4
2.89 MB
02 - Basic python + Pandas + Plotting/001 Intro_en.vtt
865 B
02 - Basic python + Pandas + Plotting/002 Basic Data Structures.mp4
21.89 MB
02 - Basic python + Pandas + Plotting/002 Basic Data Structures_en.vtt
6.41 KB
02 - Basic python + Pandas + Plotting/003 Dictionaries.mp4
18.79 MB
02 - Basic python + Pandas + Plotting/003 Dictionaries_en.vtt
3.8 KB
02 - Basic python + Pandas + Plotting/004 Python functions (methods).mp4
27.58 MB
02 - Basic python + Pandas + Plotting/004 Python functions (methods)_en.vtt
5.55 KB
02 - Basic python + Pandas + Plotting/005 Numpy functions.mp4
62.44 MB
02 - Basic python + Pandas + Plotting/005 Numpy functions_en.vtt
10.64 KB
02 - Basic python + Pandas + Plotting/006 Conditional statements.mp4
12.6 MB
02 - Basic python + Pandas + Plotting/006 Conditional statements_en.vtt
3.92 KB
02 - Basic python + Pandas + Plotting/007 For loops.mp4
12.38 MB
02 - Basic python + Pandas + Plotting/007 For loops_en.vtt
4.17 KB
02 - Basic python + Pandas + Plotting/008 Dictionaries again.mp4
6.17 MB
02 - Basic python + Pandas + Plotting/008 Dictionaries again_en.vtt
3.11 KB
02 - Basic python + Pandas + Plotting/009 -------------------------------- Pandas --------------------------------.html
61 B
02 - Basic python + Pandas + Plotting/010 Intro.mp4
5.02 MB
02 - Basic python + Pandas + Plotting/010 Intro_en.vtt
2.41 KB
02 - Basic python + Pandas + Plotting/011 Pandas simple functions.mp4
38.33 MB
02 - Basic python + Pandas + Plotting/011 Pandas simple functions_en.vtt
11.39 KB
02 - Basic python + Pandas + Plotting/012 Pandas Subsetting.mp4
22.05 MB
02 - Basic python + Pandas + Plotting/012 Pandas Subsetting_en.vtt
6.27 KB
02 - Basic python + Pandas + Plotting/013 Pandas loc and iloc.mp4
41.82 MB
02 - Basic python + Pandas + Plotting/013 Pandas loc and iloc_en.vtt
7.62 KB
02 - Basic python + Pandas + Plotting/014 Pandas loc and iloc 2.mp4
13.84 MB
02 - Basic python + Pandas + Plotting/014 Pandas loc and iloc 2_en.vtt
5.21 KB
02 - Basic python + Pandas + Plotting/015 Pandas map and apply.mp4
31.43 MB
02 - Basic python + Pandas + Plotting/015 Pandas map and apply_en.vtt
8.21 KB
02 - Basic python + Pandas + Plotting/016 Pandas groupby.mp4
18.34 MB
02 - Basic python + Pandas + Plotting/016 Pandas groupby_en.vtt
7.04 KB
02 - Basic python + Pandas + Plotting/017 ----- Plotting --------.html
47 B
02 - Basic python + Pandas + Plotting/018 Plotting resources (notebooks).html
92 B
02 - Basic python + Pandas + Plotting/019 Line plot.mp4
8.55 MB
02 - Basic python + Pandas + Plotting/019 Line plot_en.vtt
3.24 KB
02 - Basic python + Pandas + Plotting/020 Plot multiple lines.mp4
45.39 MB
02 - Basic python + Pandas + Plotting/020 Plot multiple lines_en.vtt
3.91 KB
02 - Basic python + Pandas + Plotting/021 Histograms.mp4
21.62 MB
02 - Basic python + Pandas + Plotting/021 Histograms_en.vtt
7.87 KB
02 - Basic python + Pandas + Plotting/022 Scatter Plots.mp4
18.6 MB
02 - Basic python + Pandas + Plotting/022 Scatter Plots_en.vtt
6.39 KB
02 - Basic python + Pandas + Plotting/023 Subplots.mp4
15.31 MB
02 - Basic python + Pandas + Plotting/023 Subplots_en.vtt
6 KB
02 - Basic python + Pandas + Plotting/024 Seaborn + pair plots.mp4
49.67 MB
02 - Basic python + Pandas + Plotting/024 Seaborn + pair plots_en.vtt
7.95 KB
02 - Basic python + Pandas + Plotting/31237618-03-0-plotting.zip
2.8 MB
02 - Basic python + Pandas + Plotting/31283222-multi-plot.py
440 B
02 - Basic python + Pandas + Plotting/34142844-04-pairplots.ipynb
200.49 KB
03 - Machine Learning Numpy + Scikit Learn/001 Your reviews are important to me!.mp4
2.05 MB
03 - Machine Learning Numpy + Scikit Learn/002 ----------- Numpy -------------.html
129 B
03 - Machine Learning Numpy + Scikit Learn/003 Gradient Descent.mp4
43.4 MB
03 - Machine Learning Numpy + Scikit Learn/003 Gradient Descent_en.vtt
16.58 KB
03 - Machine Learning Numpy + Scikit Learn/004 Kmeans part 1.mp4
78.37 MB
03 - Machine Learning Numpy + Scikit Learn/004 Kmeans part 1_en.vtt
11.79 KB
03 - Machine Learning Numpy + Scikit Learn/005 Kmeans part 2.mp4
63.19 MB
03 - Machine Learning Numpy + Scikit Learn/005 Kmeans part 2_en.vtt
19.71 KB
03 - Machine Learning Numpy + Scikit Learn/006 Broadcasting.mp4
27.13 MB
03 - Machine Learning Numpy + Scikit Learn/006 Broadcasting_en.vtt
9.64 KB
03 - Machine Learning Numpy + Scikit Learn/007 ---------------- Scikit Learn -------------------------------------.html
72 B
03 - Machine Learning Numpy + Scikit Learn/008 Intro.mp4
35.38 MB
03 - Machine Learning Numpy + Scikit Learn/008 Intro_en.vtt
4.95 KB
03 - Machine Learning Numpy + Scikit Learn/009 Linear Regresson Part 1.mp4
90.54 MB
03 - Machine Learning Numpy + Scikit Learn/009 Linear Regresson Part 1_en.vtt
12.25 KB
03 - Machine Learning Numpy + Scikit Learn/010 Linear Regression Part 2.mp4
71.55 MB
03 - Machine Learning Numpy + Scikit Learn/010 Linear Regression Part 2_en.vtt
11.21 KB
03 - Machine Learning Numpy + Scikit Learn/011 Classification and Regression Trees.mp4
19.98 MB
03 - Machine Learning Numpy + Scikit Learn/011 Classification and Regression Trees_en.vtt
6.44 KB
03 - Machine Learning Numpy + Scikit Learn/012 CART part 2.mp4
166.49 MB
03 - Machine Learning Numpy + Scikit Learn/012 CART part 2_en.vtt
20.53 KB
03 - Machine Learning Numpy + Scikit Learn/013 Random Forest theory.mp4
4.82 MB
03 - Machine Learning Numpy + Scikit Learn/013 Random Forest theory_en.vtt
2.53 KB
03 - Machine Learning Numpy + Scikit Learn/014 Random Forest Code.mp4
36.74 MB
03 - Machine Learning Numpy + Scikit Learn/014 Random Forest Code_en.vtt
6.66 KB
03 - Machine Learning Numpy + Scikit Learn/015 Gradient Boosted Machines.mp4
67.61 MB
03 - Machine Learning Numpy + Scikit Learn/015 Gradient Boosted Machines_en.vtt
9.7 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/001 Kaggle part 1.mp4
6.75 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/001 Kaggle part 1_en.vtt
2.63 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/002 Kaggle part 2.mp4
11.13 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/002 Kaggle part 2_en.vtt
3.27 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/003 Theory part 1.mp4
13.54 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/003 Theory part 1_en.vtt
6.74 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/004 Theory part 2 + code.mp4
27.28 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/004 Theory part 2 + code_en.vtt
6.28 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/005 Titanic dataset.mp4
116.3 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/005 Titanic dataset_en.vtt
15.21 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/006 Sklearn classification prelude.mp4
14.31 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/006 Sklearn classification prelude_en.vtt
5.26 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/007 Sklearn classification.mp4
89.99 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/007 Sklearn classification_en.vtt
14.46 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/008 Dealing with missing values.mp4
50.76 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/008 Dealing with missing values_en.vtt
5.75 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/009 --------- Time Series -------------------.html
255 B
04 - Machine Learning Classification + Time Series + Model Diagnostics/010 Intro.mp4
11.41 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/010 Intro_en.vtt
5.91 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/011 Loss functions.mp4
46.45 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/011 Loss functions_en.vtt
7.15 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/012 FB Prophet part 1.mp4
78.03 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/012 FB Prophet part 1_en.vtt
9.77 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/013 FB Prophet part 2.mp4
24.45 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/013 FB Prophet part 2_en.vtt
4.09 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/014 Theory behind FB Prophet.mp4
16.86 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/014 Theory behind FB Prophet_en.vtt
5.89 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/015 ------------ Model Diagnostics -----.html
112 B
04 - Machine Learning Classification + Time Series + Model Diagnostics/016 Overfitting.mp4
19.33 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/016 Overfitting_en.vtt
6.99 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/017 Cross Validation.mp4
53.72 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/017 Cross Validation_en.vtt
8.26 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/018 Stratified K Fold.mp4
58.11 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/018 Stratified K Fold_en.vtt
9.92 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/019 Area Under Curve (AUC) Part 1.mp4
84.11 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/019 Area Under Curve (AUC) Part 1_en.vtt
9.21 KB
04 - Machine Learning Classification + Time Series + Model Diagnostics/020 Area Under Curve (AUC) Part 2.mp4
19.5 MB
04 - Machine Learning Classification + Time Series + Model Diagnostics/020 Area Under Curve (AUC) Part 2_en.vtt
6.96 KB
05 - Unsupervised Learning/001 Principal Component Analysis (PCA) theory.mp4
20.54 MB
05 - Unsupervised Learning/001 Principal Component Analysis (PCA) theory_en.vtt
8.98 KB
05 - Unsupervised Learning/002 Fashion MNIST PCA.mp4
102.09 MB
05 - Unsupervised Learning/002 Fashion MNIST PCA_en.vtt
10.46 KB
05 - Unsupervised Learning/003 K-means.mp4
22.3 MB
05 - Unsupervised Learning/003 K-means_en.vtt
7.61 KB
05 - Unsupervised Learning/004 Other clustering methods.mp4
48.05 MB
05 - Unsupervised Learning/004 Other clustering methods_en.vtt
7.17 KB
05 - Unsupervised Learning/005 DBSCAN theory.mp4
13.21 MB
05 - Unsupervised Learning/005 DBSCAN theory_en.vtt
6.9 KB
05 - Unsupervised Learning/006 Gaussian Mixture Models (GMM) theory.mp4
19.99 MB
05 - Unsupervised Learning/006 Gaussian Mixture Models (GMM) theory_en.vtt
7.88 KB
06 - Natural Language Processing + Regularization/001 Intro.mp4
10.37 MB
06 - Natural Language Processing + Regularization/001 Intro_en.vtt
5.39 KB
06 - Natural Language Processing + Regularization/002 Stop words and Term Frequency.mp4
10.7 MB
06 - Natural Language Processing + Regularization/002 Stop words and Term Frequency_en.vtt
4.94 KB
06 - Natural Language Processing + Regularization/003 Term Frequency - Inverse Document Frequency (Tf - Idf) theory.mp4
6.05 MB
06 - Natural Language Processing + Regularization/003 Term Frequency - Inverse Document Frequency (Tf - Idf) theory_en.vtt
3.04 KB
06 - Natural Language Processing + Regularization/004 Financial News Sentiment Classifier.mp4
33.71 MB
06 - Natural Language Processing + Regularization/004 Financial News Sentiment Classifier_en.vtt
9.99 KB
06 - Natural Language Processing + Regularization/005 NLTK + Stemming.mp4
45.59 MB
06 - Natural Language Processing + Regularization/005 NLTK + Stemming_en.vtt
7.82 KB
06 - Natural Language Processing + Regularization/006 N-grams.mp4
13.79 MB
06 - Natural Language Processing + Regularization/006 N-grams_en.vtt
4.04 KB
06 - Natural Language Processing + Regularization/007 Word (feature) importance.mp4
12.41 MB
06 - Natural Language Processing + Regularization/007 Word (feature) importance_en.vtt
3.75 KB
06 - Natural Language Processing + Regularization/008 Spacy intro.mp4
33.22 MB
06 - Natural Language Processing + Regularization/008 Spacy intro_en.vtt
5.58 KB
06 - Natural Language Processing + Regularization/009 Feature Extraction with Spacy (using Pandas).mp4
76.46 MB
06 - Natural Language Processing + Regularization/009 Feature Extraction with Spacy (using Pandas)_en.vtt
9.84 KB
06 - Natural Language Processing + Regularization/010 Classification Example.mp4
24.1 MB
06 - Natural Language Processing + Regularization/010 Classification Example_en.vtt
4.28 KB
06 - Natural Language Processing + Regularization/011 Over-sampling.mp4
32.84 MB
06 - Natural Language Processing + Regularization/011 Over-sampling_en.vtt
5.81 KB
06 - Natural Language Processing + Regularization/012 -------- Regularization ------------.html
218 B
06 - Natural Language Processing + Regularization/013 Introduction.mp4
8.35 MB
06 - Natural Language Processing + Regularization/013 Introduction_en.vtt
2.62 KB
06 - Natural Language Processing + Regularization/014 MSE recap.mp4
18.3 MB
06 - Natural Language Processing + Regularization/014 MSE recap_en.vtt
6.14 KB
06 - Natural Language Processing + Regularization/015 L2 Loss Ridge Regression intro.mp4
10.04 MB
06 - Natural Language Processing + Regularization/015 L2 Loss Ridge Regression intro_en.vtt
3.57 KB
06 - Natural Language Processing + Regularization/016 Ridge regression (L2 penalised regression).mp4
46.97 MB
06 - Natural Language Processing + Regularization/016 Ridge regression (L2 penalised regression)_en.vtt
7.9 KB
06 - Natural Language Processing + Regularization/017 S&P500 data preparation for L1 loss.mp4
25.22 MB
06 - Natural Language Processing + Regularization/017 S&P500 data preparation for L1 loss_en.vtt
7.13 KB
06 - Natural Language Processing + Regularization/018 L1 Penalised Regression (Lasso).mp4
31.42 MB
06 - Natural Language Processing + Regularization/018 L1 Penalised Regression (Lasso)_en.vtt
5.6 KB
06 - Natural Language Processing + Regularization/019 L1 L2 Penalty theory why it works.mp4
23.22 MB
06 - Natural Language Processing + Regularization/019 L1 L2 Penalty theory why it works_en.vtt
3.78 KB
06 - Natural Language Processing + Regularization/31762302-06-0-reguralisation.zip
2.56 MB
07 - Deep Learning/001 Intro.mp4
632.6 KB
07 - Deep Learning/001 Intro_en.vtt
473 B
07 - Deep Learning/002 DL theory part 1.mp4
17.23 MB
07 - Deep Learning/002 DL theory part 1_en.vtt
6.15 KB
07 - Deep Learning/003 DL theory part 2.mp4
22.8 MB
07 - Deep Learning/003 DL theory part 2_en.vtt
3.94 KB
07 - Deep Learning/004 Tensorflow + Keras demo problem 1.mp4
43.33 MB
07 - Deep Learning/004 Tensorflow + Keras demo problem 1_en.vtt
16.43 KB
07 - Deep Learning/005 Activation functions.mp4
15.37 MB
07 - Deep Learning/005 Activation functions_en.vtt
5.51 KB
07 - Deep Learning/006 First example with Relu.mp4
32.62 MB
07 - Deep Learning/006 First example with Relu_en.vtt
5.4 KB
07 - Deep Learning/007 MNIST and Softmax.mp4
55.76 MB
07 - Deep Learning/007 MNIST and Softmax_en.vtt
10.43 KB
07 - Deep Learning/008 Deep Learning Input Normalisation.mp4
10.35 MB
07 - Deep Learning/008 Deep Learning Input Normalisation_en.vtt
3.16 KB
07 - Deep Learning/009 Softmax theory.mp4
58.32 MB
07 - Deep Learning/009 Softmax theory_en.vtt
5.52 KB
07 - Deep Learning/010 Batch Norm.mp4
17.04 MB
07 - Deep Learning/010 Batch Norm_en.vtt
5.66 KB
07 - Deep Learning/011 Batch Norm Theory.mp4
53.89 MB
07 - Deep Learning/011 Batch Norm Theory_en.vtt
8.29 KB
07 - Deep Learning/32725408-09-tensorflow.zip
2.66 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/001 Intro.mp4
5.97 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/001 Intro_en.vtt
3.18 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/002 Fashion MNIST feed forward net for benchmarking.mp4
19.66 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/002 Fashion MNIST feed forward net for benchmarking_en.vtt
3.5 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/003 Keras Conv2D layer.mp4
44.46 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/003 Keras Conv2D layer_en.vtt
8.57 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/004 Model fitting and discussion of results.mp4
17.41 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/004 Model fitting and discussion of results_en.vtt
2.91 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/005 Dropout theory and code.mp4
23.67 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/005 Dropout theory and code_en.vtt
6.99 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/006 MaxPool (and comparison to stride).mp4
17.68 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/006 MaxPool (and comparison to stride)_en.vtt
5.39 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/007 Cifar-10.mp4
27.28 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/007 Cifar-10_en.vtt
10.08 KB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/008 Nose Tip detection with CNNs.mp4
68.69 MB
08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/008 Nose Tip detection with CNNs_en.vtt
12.48 KB
09 - Deep Learning Recurrent Neural Nets/001 Word2vec and Embeddings.mp4
43.96 MB
09 - Deep Learning Recurrent Neural Nets/001 Word2vec and Embeddings_en.vtt
8.33 KB
09 - Deep Learning Recurrent Neural Nets/002 Kaggle + Word2Vec.mp4
27.79 MB
09 - Deep Learning Recurrent Neural Nets/002 Kaggle + Word2Vec_en.vtt
10.54 KB
09 - Deep Learning Recurrent Neural Nets/003 Word2Vec keras Model API.mp4
45.2 MB
09 - Deep Learning Recurrent Neural Nets/003 Word2Vec keras Model API_en.vtt
13.27 KB
09 - Deep Learning Recurrent Neural Nets/004 Recurrent Neural Nets - Theory.mp4
19.06 MB
09 - Deep Learning Recurrent Neural Nets/004 Recurrent Neural Nets - Theory_en.vtt
10.55 KB
09 - Deep Learning Recurrent Neural Nets/005 Deep Learning - Long Short Term Memory (LSTM) Nets.mp4
90.97 MB
09 - Deep Learning Recurrent Neural Nets/005 Deep Learning - Long Short Term Memory (LSTM) Nets_en.vtt
11.78 KB
09 - Deep Learning Recurrent Neural Nets/006 Deep Learning - Stacking LSTMs + GRUs.mp4
5.03 MB
09 - Deep Learning Recurrent Neural Nets/006 Deep Learning - Stacking LSTMs + GRUs_en.vtt
2.15 KB
09 - Deep Learning Recurrent Neural Nets/007 Transfer Learning - GLOVE vectors.mp4
74.57 MB
09 - Deep Learning Recurrent Neural Nets/007 Transfer Learning - GLOVE vectors_en.vtt
11.45 KB
09 - Deep Learning Recurrent Neural Nets/008 Sequence to Sequence Introduction + Data Prep.mp4
80.1 MB
09 - Deep Learning Recurrent Neural Nets/008 Sequence to Sequence Introduction + Data Prep_en.vtt
7.99 KB
09 - Deep Learning Recurrent Neural Nets/009 Sequence to Sequence model + Keras Model API.mp4
30.48 MB
09 - Deep Learning Recurrent Neural Nets/009 Sequence to Sequence model + Keras Model API_en.vtt
8.73 KB
09 - Deep Learning Recurrent Neural Nets/010 Sequence to Sequence models Prediction step.mp4
104.69 MB
09 - Deep Learning Recurrent Neural Nets/010 Sequence to Sequence models Prediction step_en.vtt
13.13 KB
10 - Deep Learning PyTorch Introduction/001 Introduction.mp4
2.23 MB
10 - Deep Learning PyTorch Introduction/001 Introduction_en.vtt
1.23 KB
10 - Deep Learning PyTorch Introduction/002 Pytorch TensorDataset.mp4
12.4 MB
10 - Deep Learning PyTorch Introduction/002 Pytorch TensorDataset_en.vtt
5.01 KB
10 - Deep Learning PyTorch Introduction/003 Pytorch Dataset and DataLoaders.mp4
35.35 MB
10 - Deep Learning PyTorch Introduction/003 Pytorch Dataset and DataLoaders_en.vtt
5.73 KB
10 - Deep Learning PyTorch Introduction/004 Deep Learning with PyTorch nn.Sequential models.mp4
11.04 MB
10 - Deep Learning PyTorch Introduction/004 Deep Learning with PyTorch nn.Sequential models_en.vtt
5.7 KB
10 - Deep Learning PyTorch Introduction/005 Deep Learning with Pytorch Loss functions.mp4
52.44 MB
10 - Deep Learning PyTorch Introduction/005 Deep Learning with Pytorch Loss functions_en.vtt
8.69 KB
10 - Deep Learning PyTorch Introduction/006 Deep Learning with Pytorch Stochastic Gradient Descent.mp4
79.46 MB
10 - Deep Learning PyTorch Introduction/006 Deep Learning with Pytorch Stochastic Gradient Descent_en.vtt
8.07 KB
10 - Deep Learning PyTorch Introduction/007 Deep Learning with Pytorch Optimizers.mp4
10.19 MB
10 - Deep Learning PyTorch Introduction/007 Deep Learning with Pytorch Optimizers_en.vtt
3.4 KB
10 - Deep Learning PyTorch Introduction/008 Pytorch Model API.mp4
33.24 MB
10 - Deep Learning PyTorch Introduction/008 Pytorch Model API_en.vtt
5.5 KB
10 - Deep Learning PyTorch Introduction/009 Pytorch in GPUs.mp4
4.97 MB
10 - Deep Learning PyTorch Introduction/009 Pytorch in GPUs_en.vtt
2.57 KB
10 - Deep Learning PyTorch Introduction/010 Deep Learning Intro to Pytorch Lightning.mp4
52.37 MB
10 - Deep Learning PyTorch Introduction/010 Deep Learning Intro to Pytorch Lightning_en.vtt
9.27 KB
10 - Deep Learning PyTorch Introduction/external-assets-links.txt
122 B
11 - Deep Learning Transfer Learning with PyTorch Lightning/001 Transfer Learning Introduction.mp4
4.46 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/001 Transfer Learning Introduction_en.vtt
1.99 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/002 Kaggle problem description.mp4
9.19 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/002 Kaggle problem description_en.vtt
2.79 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/003 PyTorch datasets + Torchvision.mp4
14.72 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/003 PyTorch datasets + Torchvision_en.vtt
4.19 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/004 PyTorch transfer learning with ResNet.mp4
15.43 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/004 PyTorch transfer learning with ResNet_en.vtt
4.43 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/005 PyTorch Lightning Model.mp4
9.42 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/005 PyTorch Lightning Model_en.vtt
3.94 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/006 PyTorch Lightning Trainer + Model evaluation.mp4
50.24 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/006 PyTorch Lightning Trainer + Model evaluation_en.vtt
6.33 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/007 Deep Learning for Cassava Leaf Classification.mp4
4.14 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/007 Deep Learning for Cassava Leaf Classification_en.vtt
1.07 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/008 Cassava Leaf Dataset.mp4
15.28 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/008 Cassava Leaf Dataset_en.vtt
4.85 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/009 Data Augmentation with Torchvision Transforms.mp4
56.52 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/009 Data Augmentation with Torchvision Transforms_en.vtt
5.9 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/010 Train vs Test Augmentations + DataLoader parameters.mp4
7.73 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/010 Train vs Test Augmentations + DataLoader parameters_en.vtt
3.31 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/011 Deep Learning Transfer Learning Model with ResNet.mp4
8.01 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/011 Deep Learning Transfer Learning Model with ResNet_en.vtt
3.3 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/012 Setting up PyTorch Lightning for training.mp4
8.36 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/012 Setting up PyTorch Lightning for training_en.vtt
3.53 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/013 Cross Entropy Loss for Imbalanced Classes.mp4
8.5 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/013 Cross Entropy Loss for Imbalanced Classes_en.vtt
3.95 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/014 PyTorch Test dataset setup and evaluation.mp4
7.1 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/014 PyTorch Test dataset setup and evaluation_en.vtt
2.87 KB
11 - Deep Learning Transfer Learning with PyTorch Lightning/015 WandB for logging experiments.mp4
21.51 MB
11 - Deep Learning Transfer Learning with PyTorch Lightning/015 WandB for logging experiments_en.vtt
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12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/001 Introduction.mp4
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12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/002 Coco Dataset + Augmentations for Segmentation with Torchvision.mp4
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12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/003 Unet Architecture overview.mp4
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12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/007 PyTorch Weighted CrossEntropy Loss.mp4
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12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/008 Weights and Biases Logging images.mp4
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12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/009 Semantic Segmentation training with PyTorch Lightning.mp4
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13 - Deep Learning Transformers and BERT/001 Introduction to Transformers.mp4
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14 - Bayesian Learning and probabilistic programming/005 Coin Toss Example with Pymc3.mp4
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15 - Model Deployment/001 Intro.mp4
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16 - Final Thoughts/001 Some advice on your journey.mp4
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