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Machine Learning, Deep Learning and Bayesian Learning

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Torrent verified by tutsnode

Category:

Other > Training

Language:

English

Total Size:

5.63 GB

Info Hash:

c517199adb7a8b3a2c9b90b6726f0b415ec0e2fb

Added By:

tutsnode

Added:

30-03-2022 10:31

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594

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TutsNode.com.txt	63.00 B
[TGx]Downloaded from torrentgalaxy.to .txt	585.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/001 Introduction.mp4	41.80 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/001 Introduction_en.vtt	2.22 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/002 How to tackle this course.mp4	48.85 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/002 How to tackle this course_en.vtt	6.21 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/003 Installations and sign ups.mp4	42.79 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/003 Installations and sign ups_en.vtt	4.75 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/004 Jupyter Notebooks.mp4	8.71 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/004 Jupyter Notebooks_en.vtt	4.94 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/005 Course Material.html	130.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/01 - Introduction/30889860-course-code-material.zip	26.20 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/001 Intro.mp4	2.89 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/001 Intro_en.vtt	865.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/002 Basic Data Structures.mp4	21.89 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/002 Basic Data Structures_en.vtt	6.41 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/003 Dictionaries.mp4	18.79 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/003 Dictionaries_en.vtt	3.80 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/004 Python functions (methods).mp4	27.58 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/004 Python functions (methods)_en.vtt	5.55 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/005 Numpy functions.mp4	62.44 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/005 Numpy functions_en.vtt	10.64 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/006 Conditional statements.mp4	12.60 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/006 Conditional statements_en.vtt	3.92 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/007 For loops.mp4	12.38 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/007 For loops_en.vtt	4.17 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/008 Dictionaries again.mp4	6.17 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/008 Dictionaries again_en.vtt	3.11 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/009 -------------------------------- Pandas --------------------------------.html	61.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/010 Intro.mp4	5.02 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/010 Intro_en.vtt	2.41 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/011 Pandas simple functions.mp4	38.33 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/011 Pandas simple functions_en.vtt	11.39 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/012 Pandas Subsetting.mp4	22.05 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/012 Pandas Subsetting_en.vtt	6.27 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/013 Pandas loc and iloc.mp4	41.82 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/013 Pandas loc and iloc_en.vtt	7.62 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/014 Pandas loc and iloc 2.mp4	13.84 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/014 Pandas loc and iloc 2_en.vtt	5.21 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/015 Pandas map and apply.mp4	31.43 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/015 Pandas map and apply_en.vtt	8.21 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/016 Pandas groupby.mp4	18.34 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/016 Pandas groupby_en.vtt	7.04 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/017 ----- Plotting --------.html	47.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/018 Plotting resources (notebooks).html	92.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/019 Line plot.mp4	8.55 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/019 Line plot_en.vtt	3.24 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/020 Plot multiple lines.mp4	45.39 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/020 Plot multiple lines_en.vtt	3.91 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/021 Histograms.mp4	21.62 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/021 Histograms_en.vtt	7.87 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/022 Scatter Plots.mp4	18.60 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/022 Scatter Plots_en.vtt	6.39 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/023 Subplots.mp4	15.31 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/023 Subplots_en.vtt	6.00 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/024 Seaborn + pair plots.mp4	49.67 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/024 Seaborn + pair plots_en.vtt	7.95 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/31237618-03-0-plotting.zip	2.80 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/31283222-multi-plot.py	440.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/02 - Basic python + Pandas + Plotting/34142844-04-pairplots.ipynb	200.49 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/001 Your reviews are important to me!.mp4	2.05 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/002 ----------- Numpy -------------.html	129.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/003 Gradient Descent.mp4	43.40 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/003 Gradient Descent_en.vtt	16.58 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/004 Kmeans part 1.mp4	78.37 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/004 Kmeans part 1_en.vtt	11.79 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/005 Kmeans part 2.mp4	63.19 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/005 Kmeans part 2_en.vtt	19.71 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/006 Broadcasting.mp4	27.13 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/006 Broadcasting_en.vtt	9.64 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/007 ---------------- Scikit Learn -------------------------------------.html	72.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/008 Intro.mp4	35.38 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/008 Intro_en.vtt	4.95 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/009 Linear Regresson Part 1.mp4	90.54 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/009 Linear Regresson Part 1_en.vtt	12.25 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/010 Linear Regression Part 2.mp4	71.55 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/010 Linear Regression Part 2_en.vtt	11.21 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/011 Classification and Regression Trees.mp4	19.98 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/011 Classification and Regression Trees_en.vtt	6.44 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/012 CART part 2.mp4	166.49 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/012 CART part 2_en.vtt	20.53 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/013 Random Forest theory.mp4	4.82 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/013 Random Forest theory_en.vtt	2.53 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/014 Random Forest Code.mp4	36.74 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/014 Random Forest Code_en.vtt	6.66 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/015 Gradient Boosted Machines.mp4	67.61 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/03 - Machine Learning Numpy + Scikit Learn/015 Gradient Boosted Machines_en.vtt	9.70 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/001 Kaggle part 1.mp4	6.75 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/001 Kaggle part 1_en.vtt	2.63 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/002 Kaggle part 2.mp4	11.13 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/002 Kaggle part 2_en.vtt	3.27 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/003 Theory part 1.mp4	13.54 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/003 Theory part 1_en.vtt	6.74 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/004 Theory part 2 + code.mp4	27.28 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/004 Theory part 2 + code_en.vtt	6.28 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/005 Titanic dataset.mp4	116.30 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/005 Titanic dataset_en.vtt	15.21 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/006 Sklearn classification prelude.mp4	14.31 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/006 Sklearn classification prelude_en.vtt	5.26 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/007 Sklearn classification.mp4	89.99 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/007 Sklearn classification_en.vtt	14.46 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/008 Dealing with missing values.mp4	50.76 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/008 Dealing with missing values_en.vtt	5.75 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/009 --------- Time Series -------------------.html	255.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/010 Intro.mp4	11.41 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/010 Intro_en.vtt	5.91 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/011 Loss functions.mp4	46.45 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/011 Loss functions_en.vtt	7.15 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/012 FB Prophet part 1.mp4	78.03 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/012 FB Prophet part 1_en.vtt	9.77 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/013 FB Prophet part 2.mp4	24.45 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/013 FB Prophet part 2_en.vtt	4.09 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/014 Theory behind FB Prophet.mp4	16.86 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/014 Theory behind FB Prophet_en.vtt	5.89 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/015 ------------ Model Diagnostics -----.html	112.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/016 Overfitting.mp4	19.33 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/016 Overfitting_en.vtt	6.99 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/017 Cross Validation.mp4	53.72 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/017 Cross Validation_en.vtt	8.26 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/018 Stratified K Fold.mp4	58.11 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/018 Stratified K Fold_en.vtt	9.92 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/019 Area Under Curve (AUC) Part 1.mp4	84.11 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/019 Area Under Curve (AUC) Part 1_en.vtt	9.21 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/020 Area Under Curve (AUC) Part 2.mp4	19.50 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/04 - Machine Learning Classification + Time Series + Model Diagnostics/020 Area Under Curve (AUC) Part 2_en.vtt	6.96 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/001 Principal Component Analysis (PCA) theory.mp4	20.54 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/001 Principal Component Analysis (PCA) theory_en.vtt	8.98 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/002 Fashion MNIST PCA.mp4	102.09 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/002 Fashion MNIST PCA_en.vtt	10.46 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/003 K-means.mp4	22.30 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/003 K-means_en.vtt	7.61 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/004 Other clustering methods.mp4	48.05 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/005 DBSCAN theory.mp4	13.21 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/05 - Unsupervised Learning/006 Gaussian Mixture Models (GMM) theory.mp4	19.99 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/001 Intro.mp4	10.37 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/002 Stop words and Term Frequency.mp4	10.70 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/003 Term Frequency - Inverse Document Frequency (Tf - Idf) theory.mp4	6.05 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/004 Financial News Sentiment Classifier.mp4	33.71 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/005 NLTK + Stemming.mp4	45.59 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/006 N-grams.mp4	13.79 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/007 Word (feature) importance.mp4	12.41 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/008 Spacy intro.mp4	33.22 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/009 Feature Extraction with Spacy (using Pandas).mp4	76.46 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/010 Classification Example.mp4	24.10 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/011 Over-sampling.mp4	32.84 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/012 -------- Regularization ------------.html	218.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/013 Introduction.mp4	8.35 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/014 MSE recap.mp4	18.30 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/015 L2 Loss Ridge Regression intro.mp4	10.04 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/016 Ridge regression (L2 penalised regression).mp4	46.97 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/017 S&P500 data preparation for L1 loss.mp4	25.22 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/018 L1 Penalised Regression (Lasso).mp4	31.42 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/06 - Natural Language Processing + Regularization/019 L1 L2 Penalty theory why it works.mp4	23.22 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/001 Intro.mp4	632.60 kB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/002 DL theory part 1.mp4	17.23 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/004 Tensorflow + Keras demo problem 1.mp4	43.33 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/005 Activation functions.mp4	15.37 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/006 First example with Relu.mp4	32.62 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/007 MNIST and Softmax.mp4	55.76 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/008 Deep Learning Input Normalisation.mp4	10.35 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/009 Softmax theory.mp4	58.32 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/010 Batch Norm.mp4	17.04 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/011 Batch Norm Theory.mp4	53.89 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/07 - Deep Learning/32725408-09-tensorflow.zip	2.66 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/001 Intro.mp4	5.97 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/002 Fashion MNIST feed forward net for benchmarking.mp4	19.66 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/003 Keras Conv2D layer.mp4	44.46 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/004 Model fitting and discussion of results.mp4	17.41 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/005 Dropout theory and code.mp4	23.67 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/006 MaxPool (and comparison to stride).mp4	17.68 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/007 Cifar-10.mp4	27.28 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/008 Nose Tip detection with CNNs.mp4	68.69 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/08 - Deep Learning (TensorFlow) - Convolutional Neural Nets/008 Nose Tip detection with CNNs_en.vtt	12.48 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/001 Word2vec and Embeddings.mp4	43.96 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/002 Kaggle + Word2Vec.mp4	27.79 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/003 Word2Vec keras Model API.mp4	45.20 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/004 Recurrent Neural Nets - Theory.mp4	19.06 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/005 Deep Learning - Long Short Term Memory (LSTM) Nets.mp4	90.97 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/005 Deep Learning - Long Short Term Memory (LSTM) Nets_en.vtt	11.78 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/006 Deep Learning - Stacking LSTMs + GRUs.mp4	5.03 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/007 Transfer Learning - GLOVE vectors.mp4	74.57 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/007 Transfer Learning - GLOVE vectors_en.vtt	11.45 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/008 Sequence to Sequence Introduction + Data Prep.mp4	80.10 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/009 Sequence to Sequence model + Keras Model API.mp4	30.48 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/09 - Deep Learning Recurrent Neural Nets/010 Sequence to Sequence models Prediction step.mp4	104.69 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/001 Introduction.mp4	2.23 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/002 Pytorch TensorDataset.mp4	12.40 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/003 Pytorch Dataset and DataLoaders.mp4	35.35 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/004 Deep Learning with PyTorch nn.Sequential models.mp4	11.04 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/006 Deep Learning with Pytorch Stochastic Gradient Descent.mp4	79.46 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/007 Deep Learning with Pytorch Optimizers.mp4	10.19 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/008 Pytorch Model API.mp4	33.24 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/009 Pytorch in GPUs.mp4	4.97 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/10 - Deep Learning PyTorch Introduction/010 Deep Learning Intro to Pytorch Lightning.mp4	52.37 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/001 Transfer Learning Introduction.mp4	4.46 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/002 Kaggle problem description.mp4	9.19 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/003 PyTorch datasets + Torchvision.mp4	14.72 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/003 PyTorch datasets + Torchvision_en.vtt	4.19 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/004 PyTorch transfer learning with ResNet.mp4	15.43 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/005 PyTorch Lightning Model.mp4	9.42 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/006 PyTorch Lightning Trainer + Model evaluation.mp4	50.24 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/006 PyTorch Lightning Trainer + Model evaluation_en.vtt	6.33 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/007 Deep Learning for Cassava Leaf Classification.mp4	4.14 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/008 Cassava Leaf Dataset.mp4	15.28 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/009 Data Augmentation with Torchvision Transforms.mp4	56.52 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/010 Train vs Test Augmentations + DataLoader parameters.mp4	7.73 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/011 Deep Learning Transfer Learning Model with ResNet.mp4	8.01 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/012 Setting up PyTorch Lightning for training.mp4	8.36 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/013 Cross Entropy Loss for Imbalanced Classes.mp4	8.50 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/014 PyTorch Test dataset setup and evaluation.mp4	7.10 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/11 - Deep Learning Transfer Learning with PyTorch Lightning/015 WandB for logging experiments.mp4	21.51 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/001 Introduction.mp4	25.31 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/002 Coco Dataset + Augmentations for Segmentation with Torchvision.mp4	18.90 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/002 Coco Dataset + Augmentations for Segmentation with Torchvision_en.vtt	5.94 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/003 Unet Architecture overview.mp4	14.70 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/004 PyTorch Model Architecture.mp4	13.55 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/005 PyTorch Hooks.mp4	24.69 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/006 PyTorch Hooks Step through with breakpoints.mp4	67.56 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/007 PyTorch Weighted CrossEntropy Loss.mp4	65.19 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/008 Weights and Biases Logging images.mp4	15.83 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/12 - Pixel Level Segmentation (Semantic Segmentation) with PyTorch/external-assets-links.txt	52.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/001 Introduction to Transformers.mp4	3.41 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/001 Introduction to Transformers_en.vtt	1.63 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/002 The illustrated Transformer (blogpost by Jay Alammar).mp4	23.59 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/002 The illustrated Transformer (blogpost by Jay Alammar)_en.vtt	8.95 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/003 Encoder Transformer Models The Maths.mp4	28.66 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/003 Encoder Transformer Models The Maths_en.vtt	5.59 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/004 BERT - The theory.mp4	8.14 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/004 BERT - The theory_en.vtt	3.77 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/005 Kaggle Multi-lingual Toxic Comment Classification Challenge.mp4	6.82 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/005 Kaggle Multi-lingual Toxic Comment Classification Challenge_en.vtt	1.97 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/006 Tokenizers and data prep for BERT models.mp4	29.06 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/006 Tokenizers and data prep for BERT models_en.vtt	10.79 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/007 Distilbert (Smaller BERT) model.mp4	48.78 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/007 Distilbert (Smaller BERT) model_en.vtt	10.77 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/008 Pytorch Lightning + DistilBERT for classification.mp4	102.68 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/008 Pytorch Lightning + DistilBERT for classification_en.vtt	17.26 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/13 - Deep Learning Transformers and BERT/external-assets-links.txt	264.00 B
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/001 Introduction and Terminology.mp4	18.13 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/001 Introduction and Terminology_en.vtt	8.34 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/002 Bayesian Learning Distributions.mp4	35.95 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/003 Bayes rule for population mean estimation.mp4	50.16 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/003 Bayes rule for population mean estimation_en.vtt	8.98 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/004 Bayesian learning Population estimation pymc3 way.mp4	70.57 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/004 Bayesian learning Population estimation pymc3 way_en.vtt	8.86 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/005 Coin Toss Example with Pymc3.mp4	70.71 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/005 Coin Toss Example with Pymc3_en.vtt	8.03 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/006 Data Setup for Bayesian Linear Regression.mp4	17.11 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/006 Data Setup for Bayesian Linear Regression_en.vtt	4.71 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/007 Bayesian Linear Regression with pymc3.mp4	60.07 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/008 Bayesian Rolling Regression - Problem setup.mp4	14.84 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/009 Bayesian Rolling regression - pymc3 way.mp4	54.76 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/010 Bayesian Rolling Regression - forecasting.mp4	30.34 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/010 Bayesian Rolling Regression - forecasting_en.vtt	5.34 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/011 Variational Bayes Intro.mp4	8.64 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/011 Variational Bayes Intro_en.vtt	3.22 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/012 Variational Bayes Linear Classification.mp4	44.30 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/012 Variational Bayes Linear Classification_en.vtt	7.51 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/013 Variational Bayesian Inference Result Analysis.mp4	7.37 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/013 Variational Bayesian Inference Result Analysis_en.vtt	3.75 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/014 Minibatch Variational Bayes.mp4	11.05 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/014 Minibatch Variational Bayes_en.vtt	3.86 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/015 Deep Bayesian Networks.mp4	7.27 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/015 Deep Bayesian Networks_en.vtt	3.17 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/016 Deep Bayesian Networks - analysis.mp4	10.49 MB
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[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/14 - Bayesian Learning and probabilistic programming/31919076-bayesian-inference.zip	1.80 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/001 Intro.mp4	2.52 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/001 Intro_en.vtt	1.19 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/002 Saving Models.mp4	7.56 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/002 Saving Models_en.vtt	3.12 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/003 FastAPI intro.mp4	11.64 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/003 FastAPI intro_en.vtt	5.31 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/004 FastAPI serving model.mp4	29.27 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/004 FastAPI serving model_en.vtt	7.51 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/005 Streamlit Intro.mp4	5.95 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/005 Streamlit Intro_en.vtt	2.56 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/006 Streamlit functions.mp4	20.79 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/006 Streamlit functions_en.vtt	6.07 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/007 CLIP model.mp4	18.74 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/15 - Model Deployment/007 CLIP model_en.vtt	7.32 kB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/16 - Final Thoughts/001 Some advice on your journey.mp4	13.56 MB
[TutsNode.com] - Machine Learning, Deep Learning and Bayesian Learning/16 - Final Thoughts/001 Some advice on your journey_en.vtt	3.78 kB

Description

Description

This is a course on Machine Learning, Deep Learning (Tensorflow + PyTorch) and Bayesian Learning (yes all 3 topics in one place!!!). Yes BOTH Pytorch and Tensorflow for Deep Learning.

We start off by analysing data using pandas, and implementing some algorithms from scratch using Numpy. These algorithms include linear regression, Classification and Regression Trees (CART), Random Forest and Gradient Boosted Trees.

We start off using TensorFlow for our Deep Learning lessons. This will include Feed Forward Networks, Convolutional Neural Nets (CNNs) and Recurrent Neural Nets (RNNs). For the more advanced Deep Learning lessons we use PyTorch with PyTorch Lightning.

We focus on both the programming and the mathematical/ statistical aspect of this course. This is to ensure that you are ready for those theoretical questions at interviews, while being able to put Machine Learning into solid practice.

Some of the other key areas in Machine Learning that we discuss include, unsupervised learning, time series analysis and Natural Language Processing. Scikit-learn is an essential tool that we use throughout the entire course.

We spend quite a bit of time on feature engineering and making sure our models don’t overfit. Diagnosing Machine Learning (and Deep Learning) models by splitting into training and testing as well as looking at the correct metric can make a world of difference.

I would like to highlight that we talk about Machine Learning Deployment, since this is a topic that is rarely talked about. The key to being a good data scientist is having a model that doesn’t decay in production.

I hope you enjoy this course and please don’t hesitate to contact me for further information.
Who this course is for:

Anyone interested in Machine Learning.

Requirements

Willingness to learn

Last Updated 2/2022