Udemy - Machine Learning, Deep Learning and Bayesian Learning

📅 2026-09-13 22:56:39 📦 5.54GB 🔥 0

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Files list

01 - Introduction,001 Introduction.mp4 41.80MB

01 - Introduction,001 Introduction_en.vtt 2.22KB

01 - Introduction,002 How to tackle this course.mp4 48.85MB

01 - Introduction,002 How to tackle this course_en.vtt 6.21KB

01 - Introduction,003 Installations and sign ups.mp4 42.79MB

01 - Introduction,003 Installations and sign ups_en.vtt 4.75KB

01 - Introduction,004 Jupyter Notebooks.mp4 8.71MB

01 - Introduction,004 Jupyter Notebooks_en.vtt 4.94KB

01 - Introduction,005 Course Material.html 130.00Bytes

01 - Introduction,30889860-course-code-material.zip 26.20MB

02 - Basic python + Pandas + Plotting,001 Intro.mp4 2.89MB

02 - Basic python + Pandas + Plotting,001 Intro_en.vtt 865.00Bytes

02 - Basic python + Pandas + Plotting,002 Basic Data Structures.mp4 21.89MB

02 - Basic python + Pandas + Plotting,002 Basic Data Structures_en.vtt 6.41KB

02 - Basic python + Pandas + Plotting,003 Dictionaries.mp4 18.79MB

02 - Basic python + Pandas + Plotting,003 Dictionaries_en.vtt 3.80KB

02 - Basic python + Pandas + Plotting,004 Python functions (methods).mp4 27.58MB

02 - Basic python + Pandas + Plotting,004 Python functions (methods)_en.vtt 5.55KB

02 - Basic python + Pandas + Plotting,005 Numpy functions.mp4 62.44MB

02 - Basic python + Pandas + Plotting,005 Numpy functions_en.vtt 10.64KB

02 - Basic python + Pandas + Plotting,006 Conditional statements.mp4 12.60MB

02 - Basic python + Pandas + Plotting,006 Conditional statements_en.vtt 3.92KB

02 - Basic python + Pandas + Plotting,007 For loops.mp4 12.38MB

02 - Basic python + Pandas + Plotting,007 For loops_en.vtt 4.17KB

02 - Basic python + Pandas + Plotting,008 Dictionaries again.mp4 6.17MB

02 - Basic python + Pandas + Plotting,008 Dictionaries again_en.vtt 3.11KB

02 - Basic python + Pandas + Plotting,009 -------------------------------- Pandas --------------------------------.html 61.00Bytes

02 - Basic python + Pandas + Plotting,010 Intro.mp4 5.02MB

02 - Basic python + Pandas + Plotting,010 Intro_en.vtt 2.41KB

02 - Basic python + Pandas + Plotting,011 Pandas simple functions.mp4 38.33MB

02 - Basic python + Pandas + Plotting,011 Pandas simple functions_en.vtt 11.39KB

02 - Basic python + Pandas + Plotting,012 Pandas Subsetting.mp4 22.05MB

02 - Basic python + Pandas + Plotting,012 Pandas Subsetting_en.vtt 6.27KB

02 - Basic python + Pandas + Plotting,013 Pandas loc and iloc.mp4 41.82MB

02 - Basic python + Pandas + Plotting,013 Pandas loc and iloc_en.vtt 7.62KB

02 - Basic python + Pandas + Plotting,014 Pandas loc and iloc 2.mp4 13.84MB

02 - Basic python + Pandas + Plotting,014 Pandas loc and iloc 2_en.vtt 5.21KB

02 - Basic python + Pandas + Plotting,015 Pandas map and apply.mp4 31.43MB

02 - Basic python + Pandas + Plotting,015 Pandas map and apply_en.vtt 8.21KB

02 - Basic python + Pandas + Plotting,016 Pandas groupby.mp4 18.34MB

02 - Basic python + Pandas + Plotting,016 Pandas groupby_en.vtt 7.04KB

02 - Basic python + Pandas + Plotting,017 ----- Plotting --------.html 47.00Bytes

02 - Basic python + Pandas + Plotting,018 Plotting resources (notebooks).html 92.00Bytes

02 - Basic python + Pandas + Plotting,019 Line plot.mp4 8.55MB

02 - Basic python + Pandas + Plotting,019 Line plot_en.vtt 3.24KB

02 - Basic python + Pandas + Plotting,020 Plot multiple lines.mp4 45.39MB

02 - Basic python + Pandas + Plotting,020 Plot multiple lines_en.vtt 3.91KB

02 - Basic python + Pandas + Plotting,021 Histograms.mp4 21.62MB

02 - Basic python + Pandas + Plotting,021 Histograms_en.vtt 7.87KB

02 - Basic python + Pandas + Plotting,022 Scatter Plots.mp4 18.60MB

02 - Basic python + Pandas + Plotting,022 Scatter Plots_en.vtt 6.39KB

02 - Basic python + Pandas + Plotting,023 Subplots.mp4 15.31MB

02 - Basic python + Pandas + Plotting,023 Subplots_en.vtt 6.00KB

02 - Basic python + Pandas + Plotting,024 Seaborn + pair plots.mp4 49.67MB

02 - Basic python + Pandas + Plotting,024 Seaborn + pair plots_en.vtt 7.95KB

02 - Basic python + Pandas + Plotting,31237618-03-0-plotting.zip 2.80MB

02 - Basic python + Pandas + Plotting,31283222-multi-plot.py 440.00Bytes

02 - Basic python + Pandas + Plotting,34142844-04-pairplots.ipynb 200.49KB

03 - Machine Learning Numpy + Scikit Learn,001 Your reviews are important to me!.mp4 2.05MB

03 - Machine Learning Numpy + Scikit Learn,002 ----------- Numpy -------------.html 129.00Bytes

03 - Machine Learning Numpy + Scikit Learn,003 Gradient Descent.mp4 43.40MB

03 - Machine Learning Numpy + Scikit Learn,003 Gradient Descent_en.vtt 16.58KB

03 - Machine Learning Numpy + Scikit Learn,004 Kmeans part 1.mp4 78.37MB

03 - Machine Learning Numpy + Scikit Learn,004 Kmeans part 1_en.vtt 11.79KB

03 - Machine Learning Numpy + Scikit Learn,005 Kmeans part 2.mp4 63.19MB

03 - Machine Learning Numpy + Scikit Learn,005 Kmeans part 2_en.vtt 19.71KB

03 - Machine Learning Numpy + Scikit Learn,006 Broadcasting.mp4 27.13MB

03 - Machine Learning Numpy + Scikit Learn,006 Broadcasting_en.vtt 9.64KB

03 - Machine Learning Numpy + Scikit Learn,007 ---------------- Scikit Learn -------------------------------------.html 72.00Bytes

03 - Machine Learning Numpy + Scikit Learn,008 Intro.mp4 35.38MB

03 - Machine Learning Numpy + Scikit Learn,008 Intro_en.vtt 4.95KB

03 - Machine Learning Numpy + Scikit Learn,009 Linear Regresson Part 1.mp4 90.54MB

03 - Machine Learning Numpy + Scikit Learn,009 Linear Regresson Part 1_en.vtt 12.25KB

03 - Machine Learning Numpy + Scikit Learn,010 Linear Regression Part 2.mp4 71.55MB

03 - Machine Learning Numpy + Scikit Learn,010 Linear Regression Part 2_en.vtt 11.21KB

03 - Machine Learning Numpy + Scikit Learn,011 Classification and Regression Trees.mp4 19.98MB

03 - Machine Learning Numpy + Scikit Learn,011 Classification and Regression Trees_en.vtt 6.44KB

03 - Machine Learning Numpy + Scikit Learn,012 CART part 2.mp4 166.49MB

03 - Machine Learning Numpy + Scikit Learn,012 CART part 2_en.vtt 20.53KB

03 - Machine Learning Numpy + Scikit Learn,013 Random Forest theory.mp4 4.82MB

03 - Machine Learning Numpy + Scikit Learn,013 Random Forest theory_en.vtt 2.53KB

03 - Machine Learning Numpy + Scikit Learn,014 Random Forest Code.mp4 36.74MB

03 - Machine Learning Numpy + Scikit Learn,014 Random Forest Code_en.vtt 6.66KB

03 - Machine Learning Numpy + Scikit Learn,015 Gradient Boosted Machines.mp4 67.61MB

03 - Machine Learning Numpy + Scikit Learn,015 Gradient Boosted Machines_en.vtt 9.70KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,001 Kaggle part 1.mp4 6.75MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,001 Kaggle part 1_en.vtt 2.63KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,002 Kaggle part 2.mp4 11.13MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,002 Kaggle part 2_en.vtt 3.27KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,003 Theory part 1.mp4 13.54MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,003 Theory part 1_en.vtt 6.74KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,004 Theory part 2 + code.mp4 27.28MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,004 Theory part 2 + code_en.vtt 6.28KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,005 Titanic dataset.mp4 116.30MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,005 Titanic dataset_en.vtt 15.21KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,006 Sklearn classification prelude.mp4 14.31MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,006 Sklearn classification prelude_en.vtt 5.26KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,007 Sklearn classification.mp4 89.99MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,007 Sklearn classification_en.vtt 14.46KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,008 Dealing with missing values.mp4 50.76MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,008 Dealing with missing values_en.vtt 5.75KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,009 --------- Time Series -------------------.html 255.00Bytes

04 - Machine Learning Classification + Time Series + Model Diagnostics,010 Intro.mp4 11.41MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,010 Intro_en.vtt 5.91KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,011 Loss functions.mp4 46.45MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,011 Loss functions_en.vtt 7.15KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,012 FB Prophet part 1.mp4 78.03MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,012 FB Prophet part 1_en.vtt 9.77KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,013 FB Prophet part 2.mp4 24.45MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,013 FB Prophet part 2_en.vtt 4.09KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,014 Theory behind FB Prophet.mp4 16.86MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,014 Theory behind FB Prophet_en.vtt 5.89KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,015 ------------ Model Diagnostics -----.html 112.00Bytes

04 - Machine Learning Classification + Time Series + Model Diagnostics,016 Overfitting.mp4 19.33MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,016 Overfitting_en.vtt 6.99KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,017 Cross Validation.mp4 53.72MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,017 Cross Validation_en.vtt 8.26KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,018 Stratified K Fold.mp4 58.11MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,018 Stratified K Fold_en.vtt 9.92KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,019 Area Under Curve (AUC) Part 1.mp4 84.11MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,019 Area Under Curve (AUC) Part 1_en.vtt 9.21KB

04 - Machine Learning Classification + Time Series + Model Diagnostics,020 Area Under Curve (AUC) Part 2.mp4 19.50MB

04 - Machine Learning Classification + Time Series + Model Diagnostics,020 Area Under Curve (AUC) Part 2_en.vtt 6.96KB

05 - Unsupervised Learning,001 Principal Component Analysis (PCA) theory.mp4 20.54MB

05 - Unsupervised Learning,001 Principal Component Analysis (PCA) theory_en.vtt 8.98KB

05 - Unsupervised Learning,002 Fashion MNIST PCA.mp4 102.09MB

05 - Unsupervised Learning,002 Fashion MNIST PCA_en.vtt 10.46KB

05 - Unsupervised Learning,003 K-means.mp4 22.30MB

05 - Unsupervised Learning,003 K-means_en.vtt 7.61KB

05 - Unsupervised Learning,004 Other clustering methods.mp4 48.05MB

05 - Unsupervised Learning,004 Other clustering methods_en.vtt 7.17KB

05 - Unsupervised Learning,005 DBSCAN theory.mp4 13.21MB

05 - Unsupervised Learning,005 DBSCAN theory_en.vtt 6.90KB

05 - Unsupervised Learning,006 Gaussian Mixture Models (GMM) theory.mp4 19.99MB

05 - Unsupervised Learning,006 Gaussian Mixture Models (GMM) theory_en.vtt 7.88KB

06 - Natural Language Processing + Regularization,001 Intro.mp4 10.37MB

06 - Natural Language Processing + Regularization,001 Intro_en.vtt 5.39KB

06 - Natural Language Processing + Regularization,002 Stop words and Term Frequency.mp4 10.70MB

06 - Natural Language Processing + Regularization,002 Stop words and Term Frequency_en.vtt 4.94KB

06 - Natural Language Processing + Regularization,003 Term Frequency - Inverse Document Frequency (Tf - Idf) theory.mp4 6.05MB

06 - Natural Language Processing + Regularization,003 Term Frequency - Inverse Document Frequency (Tf - Idf) theory_en.vtt 3.04KB

06 - Natural Language Processing + Regularization,004 Financial News Sentiment Classifier.mp4 33.71MB

06 - Natural Language Processing + Regularization,004 Financial News Sentiment Classifier_en.vtt 9.99KB

06 - Natural Language Processing + Regularization,005 NLTK + Stemming.mp4 45.59MB

06 - Natural Language Processing + Regularization,005 NLTK + Stemming_en.vtt 7.82KB

06 - Natural Language Processing + Regularization,006 N-grams.mp4 13.79MB

06 - Natural Language Processing + Regularization,006 N-grams_en.vtt 4.04KB

06 - Natural Language Processing + Regularization,007 Word (feature) importance.mp4 12.41MB

06 - Natural Language Processing + Regularization,007 Word (feature) importance_en.vtt 3.75KB

06 - Natural Language Processing + Regularization,008 Spacy intro.mp4 33.22MB

06 - Natural Language Processing + Regularization,008 Spacy intro_en.vtt 5.58KB

06 - Natural Language Processing + Regularization,009 Feature Extraction with Spacy (using Pandas).mp4 76.46MB

06 - Natural Language Processing + Regularization,009 Feature Extraction with Spacy (using Pandas)_en.vtt 9.84KB

06 - Natural Language Processing + Regularization,010 Classification Example.mp4 24.10MB

06 - Natural Language Processing + Regularization,010 Classification Example_en.vtt 4.28KB

06 - Natural Language Processing + Regularization,011 Over-sampling.mp4 32.84MB

06 - Natural Language Processing + Regularization,011 Over-sampling_en.vtt 5.81KB

06 - Natural Language Processing + Regularization,012 -------- Regularization ------------.html 218.00Bytes

06 - Natural Language Processing + Regularization,013 Introduction.mp4 8.35MB

06 - Natural Language Processing + Regularization,013 Introduction_en.vtt 2.62KB

06 - Natural Language Processing + Regularization,014 MSE recap.mp4 18.30MB

06 - Natural Language Processing + Regularization,014 MSE recap_en.vtt 6.14KB

06 - Natural Language Processing + Regularization,015 L2 Loss Ridge Regression intro.mp4 10.04MB

06 - Natural Language Processing + Regularization,015 L2 Loss Ridge Regression intro_en.vtt 3.57KB

06 - Natural Language Processing + Regularization,016 Ridge regression (L2 penalised regression).mp4 46.97MB

06 - Natural Language Processing + Regularization,016 Ridge regression (L2 penalised regression)_en.vtt 7.90KB

06 - Natural Language Processing + Regularization,017 S&P500 data preparation for L1 loss.mp4 25.22MB

06 - Natural Language Processing + Regularization,017 S&P500 data preparation for L1 loss_en.vtt 7.13KB

06 - Natural Language Processing + Regularization,018 L1 Penalised Regression (Lasso).mp4 31.42MB

06 - Natural Language Processing + Regularization,018 L1 Penalised Regression (Lasso)_en.vtt 5.60KB

06 - Natural Language Processing + Regularization,019 L1 L2 Penalty theory why it works.mp4 23.22MB

06 - Natural Language Processing + Regularization,019 L1 L2 Penalty theory why it works_en.vtt 3.78KB

06 - Natural Language Processing + Regularization,31762302-06-0-reguralisation.zip 2.56MB

07 - Deep Learning,001 Intro.mp4 632.60KB

07 - Deep Learning,001 Intro_en.vtt 473.00Bytes

07 - Deep Learning,002 DL theory part 1.mp4 17.23MB

07 - Deep Learning,002 DL theory part 1_en.vtt 6.15KB

07 - Deep Learning,003 DL theory part 2.mp4 22.80MB

07 - Deep Learning,003 DL theory part 2_en.vtt 3.94KB

07 - Deep Learning,004 Tensorflow + Keras demo problem 1.mp4 43.33MB

07 - Deep Learning,004 Tensorflow + Keras demo problem 1_en.vtt 16.43KB

07 - Deep Learning,005 Activation functions.mp4 15.37MB

07 - Deep Learning,005 Activation functions_en.vtt 5.51KB

07 - Deep Learning,006 First example with Relu.mp4 32.62MB

07 - Deep Learning,006 First example with Relu_en.vtt 5.40KB

07 - Deep Learning,007 MNIST and Softmax.mp4 55.76MB

07 - Deep Learning,007 MNIST and Softmax_en.vtt 10.43KB

07 - Deep Learning,008 Deep Learning Input Normalisation.mp4 10.35MB

07 - Deep Learning,008 Deep Learning Input Normalisation_en.vtt 3.16KB

07 - Deep Learning,009 Softmax theory.mp4 58.32MB

07 - Deep Learning,009 Softmax theory_en.vtt 5.52KB

07 - Deep Learning,010 Batch Norm.mp4 17.04MB

07 - Deep Learning,010 Batch Norm_en.vtt 5.66KB

07 - Deep Learning,011 Batch Norm Theory.mp4 53.89MB

07 - Deep Learning,011 Batch Norm Theory_en.vtt 8.29KB

07 - Deep Learning,32725408-09-tensorflow.zip 2.66MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,001 Intro.mp4 5.97MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,001 Intro_en.vtt 3.18KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,002 Fashion MNIST feed forward net for benchmarking.mp4 19.66MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,002 Fashion MNIST feed forward net for benchmarking_en.vtt 3.50KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,003 Keras Conv2D layer.mp4 44.46MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,003 Keras Conv2D layer_en.vtt 8.57KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,004 Model fitting and discussion of results.mp4 17.41MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,004 Model fitting and discussion of results_en.vtt 2.91KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,005 Dropout theory and code.mp4 23.67MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,005 Dropout theory and code_en.vtt 6.99KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,006 MaxPool (and comparison to stride).mp4 17.68MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,006 MaxPool (and comparison to stride)_en.vtt 5.39KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,007 Cifar-10.mp4 27.28MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,007 Cifar-10_en.vtt 10.08KB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,008 Nose Tip detection with CNNs.mp4 68.69MB

08 - Deep Learning (TensorFlow) - Convolutional Neural Nets,008 Nose Tip detection with CNNs_en.vtt 12.48KB

09 - Deep Learning Recurrent Neural Nets,001 Word2vec and Embeddings.mp4 43.96MB

09 - Deep Learning Recurrent Neural Nets,001 Word2vec and Embeddings_en.vtt 8.33KB

09 - Deep Learning Recurrent Neural Nets,002 Kaggle + Word2Vec.mp4 27.79MB

09 - Deep Learning Recurrent Neural Nets,002 Kaggle + Word2Vec_en.vtt 10.54KB

09 - Deep Learning Recurrent Neural Nets,003 Word2Vec keras Model API.mp4 45.20MB

09 - Deep Learning Recurrent Neural Nets,003 Word2Vec keras Model API_en.vtt 13.27KB

09 - Deep Learning Recurrent Neural Nets,004 Recurrent Neural Nets - Theory.mp4 19.06MB

09 - Deep Learning Recurrent Neural Nets,004 Recurrent Neural Nets - Theory_en.vtt 10.55KB

09 - Deep Learning Recurrent Neural Nets,005 Deep Learning - Long Short Term Memory (LSTM) Nets.mp4 90.97MB

09 - Deep Learning Recurrent Neural Nets,005 Deep Learning - Long Short Term Memory (LSTM) Nets_en.vtt 11.78KB

09 - Deep Learning Recurrent Neural Nets,006 Deep Learning - Stacking LSTMs + GRUs.mp4 5.03MB

09 - Deep Learning Recurrent Neural Nets,006 Deep Learning - Stacking LSTMs + GRUs_en.vtt 2.15KB

09 - Deep Learning Recurrent Neural Nets,007 Transfer Learning - GLOVE vectors.mp4 74.57MB

09 - Deep Learning Recurrent Neural Nets,007 Transfer Learning - GLOVE vectors_en.vtt 11.45KB

09 - Deep Learning Recurrent Neural Nets,008 Sequence to Sequence Introduction + Data Prep.mp4 80.10MB

09 - Deep Learning Recurrent Neural Nets,008 Sequence to Sequence Introduction + Data Prep_en.vtt 7.99KB

09 - Deep Learning Recurrent Neural Nets,009 Sequence to Sequence model + Keras Model API.mp4 30.48MB

09 - Deep Learning Recurrent Neural Nets,009 Sequence to Sequence model + Keras Model API_en.vtt 8.73KB

09 - Deep Learning Recurrent Neural Nets,010 Sequence to Sequence models Prediction step.mp4 104.69MB

09 - Deep Learning Recurrent Neural Nets,010 Sequence to Sequence models Prediction step_en.vtt 13.13KB

10 - Deep Learning PyTorch Introduction,001 Introduction.mp4 2.23MB

10 - Deep Learning PyTorch Introduction,001 Introduction_en.vtt 1.23KB

10 - Deep Learning PyTorch Introduction,002 Pytorch TensorDataset.mp4 12.40MB

10 - Deep Learning PyTorch Introduction,002 Pytorch TensorDataset_en.vtt 5.01KB

10 - Deep Learning PyTorch Introduction,003 Pytorch Dataset and DataLoaders.mp4 35.35MB

10 - Deep Learning PyTorch Introduction,003 Pytorch Dataset and DataLoaders_en.vtt 5.73KB

10 - Deep Learning PyTorch Introduction,004 Deep Learning with PyTorch nn.Sequential models.mp4 11.04MB

10 - Deep Learning PyTorch Introduction,004 Deep Learning with PyTorch nn.Sequential models_en.vtt 5.70KB

10 - Deep Learning PyTorch Introduction,005 Deep Learning with Pytorch Loss functions.mp4 52.44MB

10 - Deep Learning PyTorch Introduction,005 Deep Learning with Pytorch Loss functions_en.vtt 8.69KB

10 - Deep Learning PyTorch Introduction,006 Deep Learning with Pytorch Stochastic Gradient Descent.mp4 79.46MB

10 - Deep Learning PyTorch Introduction,006 Deep Learning with Pytorch Stochastic Gradient Descent_en.vtt 8.07KB

10 - Deep Learning PyTorch Introduction,007 Deep Learning with Pytorch Optimizers.mp4 10.19MB

10 - Deep Learning PyTorch Introduction,007 Deep Learning with Pytorch Optimizers_en.vtt 3.40KB

10 - Deep Learning PyTorch Introduction,008 Pytorch Model API.mp4 33.24MB

10 - Deep Learning PyTorch Introduction,008 Pytorch Model API_en.vtt 5.50KB

10 - Deep Learning PyTorch Introduction,009 Pytorch in GPUs.mp4 4.97MB

10 - Deep Learning PyTorch Introduction,009 Pytorch in GPUs_en.vtt 2.57KB

10 - Deep Learning PyTorch Introduction,010 Deep Learning Intro to Pytorch Lightning.mp4 52.37MB

10 - Deep Learning PyTorch Introduction,010 Deep Learning Intro to Pytorch Lightning_en.vtt 9.27KB

10 - Deep Learning PyTorch Introduction,external-assets-links.txt 122.00Bytes

11 - Deep Learning Transfer Learning with PyTorch Lightning,001 Transfer Learning Introduction.mp4 4.46MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,001 Transfer Learning Introduction_en.vtt 1.99KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,002 Kaggle problem description.mp4 9.19MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,002 Kaggle problem description_en.vtt 2.79KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,003 PyTorch datasets + Torchvision.mp4 14.72MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,003 PyTorch datasets + Torchvision_en.vtt 4.19KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,004 PyTorch transfer learning with ResNet.mp4 15.43MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,004 PyTorch transfer learning with ResNet_en.vtt 4.43KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,005 PyTorch Lightning Model.mp4 9.42MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,005 PyTorch Lightning Model_en.vtt 3.94KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,006 PyTorch Lightning Trainer + Model evaluation.mp4 50.24MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,006 PyTorch Lightning Trainer + Model evaluation_en.vtt 6.33KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,007 Deep Learning for Cassava Leaf Classification.mp4 4.14MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,007 Deep Learning for Cassava Leaf Classification_en.vtt 1.07KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,008 Cassava Leaf Dataset.mp4 15.28MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,008 Cassava Leaf Dataset_en.vtt 4.85KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,009 Data Augmentation with Torchvision Transforms.mp4 56.52MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,009 Data Augmentation with Torchvision Transforms_en.vtt 5.90KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,010 Train vs Test Augmentations + DataLoader parameters.mp4 7.73MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,010 Train vs Test Augmentations + DataLoader parameters_en.vtt 3.31KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,011 Deep Learning Transfer Learning Model with ResNet.mp4 8.01MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,011 Deep Learning Transfer Learning Model with ResNet_en.vtt 3.30KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,012 Setting up PyTorch Lightning for training.mp4 8.36MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,012 Setting up PyTorch Lightning for training_en.vtt 3.53KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,013 Cross Entropy Loss for Imbalanced Classes.mp4 8.50MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,013 Cross Entropy Loss for Imbalanced Classes_en.vtt 3.95KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,014 PyTorch Test dataset setup and evaluation.mp4 7.10MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,014 PyTorch Test dataset setup and evaluation_en.vtt 2.87KB

11 - Deep Learning Transfer Learning with PyTorch Lightning,015 WandB for logging experiments.mp4 21.51MB

11 - Deep Learning Transfer Learning with PyTorch Lightning,015 WandB for logging experiments_en.vtt 5.39KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,001 Introduction.mp4 25.31MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,001 Introduction_en.vtt 2.57KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,002 Coco Dataset + Augmentations for Segmentation with Torchvision.mp4 18.90MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,002 Coco Dataset + Augmentations for Segmentation with Torchvision_en.vtt 5.94KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,003 Unet Architecture overview.mp4 14.70MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,003 Unet Architecture overview_en.vtt 6.37KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,004 PyTorch Model Architecture.mp4 13.55MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,004 PyTorch Model Architecture_en.vtt 3.58KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,005 PyTorch Hooks.mp4 24.69MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,005 PyTorch Hooks_en.vtt 7.29KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,006 PyTorch Hooks Step through with breakpoints.mp4 67.56MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,006 PyTorch Hooks Step through with breakpoints_en.vtt 8.80KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,007 PyTorch Weighted CrossEntropy Loss.mp4 65.19MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,007 PyTorch Weighted CrossEntropy Loss_en.vtt 9.06KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,008 Weights and Biases Logging images.mp4 15.83MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,008 Weights and Biases Logging images_en.vtt 1.92KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,009 Semantic Segmentation training with PyTorch Lightning.mp4 130.17MB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,009 Semantic Segmentation training with PyTorch Lightning_en.vtt 16.21KB

12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch,external-assets-links.txt 52.00Bytes

13 - Deep Learning Transformers and BERT,001 Introduction to Transformers.mp4 3.41MB

13 - Deep Learning Transformers and BERT,001 Introduction to Transformers_en.vtt 1.63KB

13 - Deep Learning Transformers and BERT,002 The illustrated Transformer (blogpost by Jay Alammar).mp4 23.59MB

13 - Deep Learning Transformers and BERT,002 The illustrated Transformer (blogpost by Jay Alammar)_en.vtt 8.95KB

13 - Deep Learning Transformers and BERT,003 Encoder Transformer Models The Maths.mp4 28.66MB

13 - Deep Learning Transformers and BERT,003 Encoder Transformer Models The Maths_en.vtt 5.59KB

13 - Deep Learning Transformers and BERT,004 BERT - The theory.mp4 8.14MB

13 - Deep Learning Transformers and BERT,004 BERT - The theory_en.vtt 3.77KB

13 - Deep Learning Transformers and BERT,005 Kaggle Multi-lingual Toxic Comment Classification Challenge.mp4 6.82MB

13 - Deep Learning Transformers and BERT,005 Kaggle Multi-lingual Toxic Comment Classification Challenge_en.vtt 1.97KB

13 - Deep Learning Transformers and BERT,006 Tokenizers and data prep for BERT models.mp4 29.06MB

13 - Deep Learning Transformers and BERT,006 Tokenizers and data prep for BERT models_en.vtt 10.79KB

13 - Deep Learning Transformers and BERT,007 Distilbert (Smaller BERT) model.mp4 48.78MB

13 - Deep Learning Transformers and BERT,007 Distilbert (Smaller BERT) model_en.vtt 10.77KB

13 - Deep Learning Transformers and BERT,008 Pytorch Lightning + DistilBERT for classification.mp4 102.68MB

13 - Deep Learning Transformers and BERT,008 Pytorch Lightning + DistilBERT for classification_en.vtt 17.26KB

13 - Deep Learning Transformers and BERT,external-assets-links.txt 264.00Bytes

14 - Bayesian Learning and probabilistic programming,001 Introduction and Terminology.mp4 18.13MB

14 - Bayesian Learning and probabilistic programming,001 Introduction and Terminology_en.vtt 8.34KB

14 - Bayesian Learning and probabilistic programming,002 Bayesian Learning Distributions.mp4 35.95MB

14 - Bayesian Learning and probabilistic programming,002 Bayesian Learning Distributions_en.vtt 10.45KB

14 - Bayesian Learning and probabilistic programming,003 Bayes rule for population mean estimation.mp4 50.16MB

14 - Bayesian Learning and probabilistic programming,003 Bayes rule for population mean estimation_en.vtt 8.98KB

14 - Bayesian Learning and probabilistic programming,004 Bayesian learning Population estimation pymc3 way.mp4 70.57MB

14 - Bayesian Learning and probabilistic programming,004 Bayesian learning Population estimation pymc3 way_en.vtt 8.86KB

14 - Bayesian Learning and probabilistic programming,005 Coin Toss Example with Pymc3.mp4 70.71MB

14 - Bayesian Learning and probabilistic programming,005 Coin Toss Example with Pymc3_en.vtt 8.03KB

14 - Bayesian Learning and probabilistic programming,006 Data Setup for Bayesian Linear Regression.mp4 17.11MB

14 - Bayesian Learning and probabilistic programming,006 Data Setup for Bayesian Linear Regression_en.vtt 4.71KB

14 - Bayesian Learning and probabilistic programming,007 Bayesian Linear Regression with pymc3.mp4 60.07MB

14 - Bayesian Learning and probabilistic programming,007 Bayesian Linear Regression with pymc3_en.vtt 9.97KB

14 - Bayesian Learning and probabilistic programming,008 Bayesian Rolling Regression - Problem setup.mp4 14.84MB

14 - Bayesian Learning and probabilistic programming,008 Bayesian Rolling Regression - Problem setup_en.vtt 5.60KB

14 - Bayesian Learning and probabilistic programming,009 Bayesian Rolling regression - pymc3 way.mp4 54.76MB

14 - Bayesian Learning and probabilistic programming,009 Bayesian Rolling regression - pymc3 way_en.vtt 9.26KB

14 - Bayesian Learning and probabilistic programming,010 Bayesian Rolling Regression - forecasting.mp4 30.34MB

14 - Bayesian Learning and probabilistic programming,010 Bayesian Rolling Regression - forecasting_en.vtt 5.34KB

14 - Bayesian Learning and probabilistic programming,011 Variational Bayes Intro.mp4 8.64MB

14 - Bayesian Learning and probabilistic programming,011 Variational Bayes Intro_en.vtt 3.22KB

14 - Bayesian Learning and probabilistic programming,012 Variational Bayes Linear Classification.mp4 44.30MB

14 - Bayesian Learning and probabilistic programming,012 Variational Bayes Linear Classification_en.vtt 7.51KB

14 - Bayesian Learning and probabilistic programming,013 Variational Bayesian Inference Result Analysis.mp4 7.37MB

14 - Bayesian Learning and probabilistic programming,013 Variational Bayesian Inference Result Analysis_en.vtt 3.75KB

14 - Bayesian Learning and probabilistic programming,014 Minibatch Variational Bayes.mp4 11.05MB

14 - Bayesian Learning and probabilistic programming,014 Minibatch Variational Bayes_en.vtt 3.86KB

14 - Bayesian Learning and probabilistic programming,015 Deep Bayesian Networks.mp4 7.27MB

14 - Bayesian Learning and probabilistic programming,015 Deep Bayesian Networks_en.vtt 3.17KB

14 - Bayesian Learning and probabilistic programming,016 Deep Bayesian Networks - analysis.mp4 10.49MB

14 - Bayesian Learning and probabilistic programming,016 Deep Bayesian Networks - analysis_en.vtt 4.07KB

14 - Bayesian Learning and probabilistic programming,31919076-bayesian-inference.zip 1.80MB

15 - Model Deployment,001 Intro.mp4 2.52MB

15 - Model Deployment,001 Intro_en.vtt 1.19KB

15 - Model Deployment,002 Saving Models.mp4 7.56MB

15 - Model Deployment,002 Saving Models_en.vtt 3.12KB

15 - Model Deployment,003 FastAPI intro.mp4 11.64MB

15 - Model Deployment,003 FastAPI intro_en.vtt 5.31KB

15 - Model Deployment,004 FastAPI serving model.mp4 29.27MB

15 - Model Deployment,004 FastAPI serving model_en.vtt 7.51KB

15 - Model Deployment,005 Streamlit Intro.mp4 5.95MB

15 - Model Deployment,005 Streamlit Intro_en.vtt 2.56KB

15 - Model Deployment,006 Streamlit functions.mp4 20.79MB

15 - Model Deployment,006 Streamlit functions_en.vtt 6.07KB

15 - Model Deployment,007 CLIP model.mp4 18.74MB

15 - Model Deployment,007 CLIP model_en.vtt 7.32KB

16 - Final Thoughts,001 Some advice on your journey.mp4 13.56MB

16 - Final Thoughts,001 Some advice on your journey_en.vtt 3.78KB

Udemy - Machine Learning, Deep Learning and Bayesian Learning

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