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~Get Your Files Here !/1. Chapter 1/14. 10. If Statement Examples.mp4 118MB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/3. 02 Clean Data With Missing Values.mp4 118MB
~Get Your Files Here !/1. Chapter 1/9. 05. List Examples.mp4 110MB
~Get Your Files Here !/1. Chapter 1/5. 01. Variables.mp4 106MB
~Get Your Files Here !/10. 13 Prepare heart disease data for machine learning/2. 02 Clean And Preprocess Heart Disease Data For Machine Learning.mp4 104MB
~Get Your Files Here !/3. 06 Build Regression Machine Learning Models to Detect Diabetes/3. 04 Select Top Features Via Variance Threshold.mp4 103MB
~Get Your Files Here !/1. Chapter 1/11. 07. Dictionaries Examples.mp4 87MB
~Get Your Files Here !/1. Chapter 1/16. 12. Functions.mp4 86MB
~Get Your Files Here !/1. Chapter 1/27. 02 What Is Regression.mp4 84MB
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~Get Your Files Here !/1. Chapter 1/17. 13. Parameters And Return Values Examples.mp4 79MB
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~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/2. 01 Load And Analyze Blood Cell Data.mp4 75MB
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~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/4. 02B Find Optimal Hyperparameters With Grid Search.mp4 65MB
~Get Your Files Here !/5. 08 Cluster blood cells based on fluorescent intensities/3. 05C Build A Kmeans Clustering Model.mp4 64MB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/4. 03 Process Data For Machine Learning.mp4 62MB
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~Get Your Files Here !/5. 08 Cluster blood cells based on fluorescent intensities/4. 06 Visualize Clusters Found Via Kmeans.mp4 59MB
~Get Your Files Here !/1. Chapter 1/4. 00. Intro To Course And Python.mp4 57MB
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~Get Your Files Here !/1. Chapter 1/12. 08. Ranges Examples.mp4 53MB
~Get Your Files Here !/1. Chapter 1/10. 06. Tuples Examples.mp4 52MB
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/2. 04B Build A Linear Classifier With Stochastic Gradient Descent.mp4 52MB
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~Get Your Files Here !/13. 16 Build a neural network to find malaria in cells/4. 03 Extract A Subset Of Samples.mp4 49MB
~Get Your Files Here !/6. 09 Preprocess a malignant vs benign cancer mass dataset/2. 01 Load And Analyze Cancer Dataset.mp4 49MB
~Get Your Files Here !/5. 08 Cluster blood cells based on fluorescent intensities/2. 05B What Is K Means Clustering.mp4 48MB
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/4. 05B Build An Ada Boost Classifier.mp4 45MB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/7. 04A What Is The Decision Tree Model.mp4 42MB
~Get Your Files Here !/1. Chapter 1/8. 04. Collections.mp4 42MB
~Get Your Files Here !/5. 08 Cluster blood cells based on fluorescent intensities/1. 05A What Is Unsupervised Learning.mp4 39MB
~Get Your Files Here !/12. 15 Deep learning and neural networks introduction/2. 02 What Is A Neural Network.mp4 39MB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/1. 01A What Is Cross Validation.mp4 39MB
~Get Your Files Here !/1. Chapter 1/13. 09. Conditionals.mp4 38MB
~Get Your Files Here !/2. 05 Build a K Nearest neighbors regression model to predict diabetes/3. 01 What Is K Nearest Neighbors.mp4 37MB
~Get Your Files Here !/1. Chapter 1/26. 01 Regression Introduction.mp4 36MB
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~Get Your Files Here !/13. 16 Build a neural network to find malaria in cells/5. 04 Build A Neural Network.mp4 29MB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/5. 04A What Is Principal Component Analysis.mp4 29MB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/6. 04B Reduce Data Dimensionality With Principal Component Analysis.mp4 29MB
~Get Your Files Here !/13. 16 Build a neural network to find malaria in cells/2. 01 Load Data Via Tensorflow.mp4 28MB
~Get Your Files Here !/1. Chapter 1/28. 03 What Is Linear Regression.mp4 28MB
~Get Your Files Here !/1. Chapter 1/23. What Is Machine Learning.mp4 27MB
~Get Your Files Here !/2. 05 Build a K Nearest neighbors regression model to predict diabetes/1. 00 Project Preview.mp4 27MB
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~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/8. 04B Compare Models With Nested Cross Validation.mp4 25MB
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~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/2. 01B Find Model Error With Cross Validation.mp4 23MB
~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/6. 03F Build An Svm Model To Classify Malignant Vs Benign Mass.mp4 23MB
~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/1. 03A Why Do We Need SVM.mp4 23MB
~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/2. 03B How Does SVM Work.mp4 21MB
~Get Your Files Here !/1. Chapter 1/21. 17. Summary And Outro.mp4 21MB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/3. 02A What Is Grid Search Cross Validation.mp4 19MB
~Get Your Files Here !/8. 11 Build a logistic regression model to classify malignant vs benign cancer mass/1. 04A What Is Logistic Regression.mp4 19MB
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~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/4. 03D What Are SVM Kernels.mp4 16MB
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~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/5. 03E What Is The Precision-Recall Score.mp4 15MB
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~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/03d What are SVM kernels.pdf 336KB
~Get Your Files Here !/1. Chapter 1/Source Files/Regression Slides.pdf 332KB
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/04a What is stochastic gradient descent.pdf 332KB
~Get Your Files Here !/1. Chapter 1/Source Files/Types of Machine Learning Models.pdf 311KB
~Get Your Files Here !/1. Chapter 1/Source Files/01 What is Machine Learning.pdf 305KB
~Get Your Files Here !/1. Chapter 1/Source files - Course overview/01 What you'll need - Machine Learning and Deep Learning for Biology with Python and TensorFlow.pdf 278KB
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~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/04a Make Decisions with Decision Trees.pdf 151KB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/7.10 What is Principal Component Analysis.pdf 149KB
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~Get Your Files Here !/11. 14 Predict heart disease with machine learning/6.1 04 Build a linear classifier with stochastic gradient descent.ipynb 130KB
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~Get Your Files Here !/1. Chapter 1/14. 10. If Statement Examples.srt 36KB
~Get Your Files Here !/1. Chapter 1/9. 05. List Examples.srt 33KB
~Get Your Files Here !/1. Chapter 1/5. 01. Variables.srt 31KB
~Get Your Files Here !/1. Chapter 1/Python_Language_Basics.ipynb 29KB
~Get Your Files Here !/1. Chapter 1/19. 15. Inheritance Examples.srt 28KB
~Get Your Files Here !/1. Chapter 1/16. 12. Functions.srt 28KB
~Get Your Files Here !/1. Chapter 1/27. 02 What Is Regression.srt 27KB
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~Get Your Files Here !/1. Chapter 1/17. 13. Parameters And Return Values Examples.srt 23KB
~Get Your Files Here !/3. 06 Build Regression Machine Learning Models to Detect Diabetes/5.7 Linear regression results.png 22KB
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~Get Your Files Here !/10. 13 Prepare heart disease data for machine learning/4.7 processed.cleveland.data 18KB
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/processed.cleveland.csv 18KB
~Get Your Files Here !/1. Chapter 1/6. 02. Type Conversion Examples.srt 17KB
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~Get Your Files Here !/1. Chapter 1/12. 08. Ranges Examples.srt 14KB
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~Get Your Files Here !/1. Chapter 1/8. 04. Collections.srt 13KB
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~Get Your Files Here !/12. 15 Deep learning and neural networks introduction/2. 02 What Is A Neural Network.srt 12KB
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~Get Your Files Here !/1. Chapter 1/13. 09. Conditionals.srt 10KB
~Get Your Files Here !/12. 15 Deep learning and neural networks introduction/1. 01 What Is Deep Learning.srt 10KB
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~Get Your Files Here !/13. 16 Build a neural network to find malaria in cells/5. 04 Build A Neural Network.srt 7KB
~Get Your Files Here !/1. Chapter 1/23. What Is Machine Learning.srt 7KB
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~Get Your Files Here !/6. 09 Preprocess a malignant vs benign cancer mass dataset/3. 02 Preprocess Cancer Data For Machine Learning.srt 7KB
~Get Your Files Here !/1. Chapter 1/21. 17. Summary And Outro.srt 6KB
~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/5. 03E What Is The Precision-Recall Score.srt 6KB
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~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/4. 03D What Are SVM Kernels.srt 6KB
~Get Your Files Here !/1. Chapter 1/28. 03 What Is Linear Regression.srt 6KB
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~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/6. 03F Build An Svm Model To Classify Malignant Vs Benign Mass.srt 5KB
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~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/2. 01B Find Model Error With Cross Validation.srt 5KB
~Get Your Files Here !/8. 11 Build a logistic regression model to classify malignant vs benign cancer mass/2. 04B Build A Logistic Regression Model.srt 4KB
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/6.4 05 Build an Ada Boost classifier.py 4KB
~Get Your Files Here !/5. 08 Cluster blood cells based on fluorescent intensities/Source files - Cluster blood cells based on fluorescent intensities/05 Build a KMeans clustering model.py 4KB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/9.8 04 Compare models with nested cross validation.py 4KB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/1. 00 Project Preview.srt 4KB
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/6.2 04 Build a linear classifier with stochastic gradient descent.py 4KB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/9.6 03 Find best model parameters with nested cross validation.py 3KB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/7.8 04 Reduce data dimensionality with principal component analysis.py 3KB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/9.4 02 Find optimal hyperparameters with grid search.py 3KB
~Get Your Files Here !/10. 13 Prepare heart disease data for machine learning/4.4 03 Process heart disease data for machine learning.py 3KB
~Get Your Files Here !/6. 09 Preprocess a malignant vs benign cancer mass dataset/1. 00 Project Preview.srt 3KB
~Get Your Files Here !/3. 06 Build Regression Machine Learning Models to Detect Diabetes/5.6 05 Visualize linear regression with Matplotlib Pyplot.py 3KB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/7.6 03 Process data for machine learning.py 2KB
~Get Your Files Here !/2. 05 Build a K Nearest neighbors regression model to predict diabetes/1. 00 Project Preview.srt 2KB
~Get Your Files Here !/3. 06 Build Regression Machine Learning Models to Detect Diabetes/5.4 04 Select top features via variance threshold.py 2KB
~Get Your Files Here !/10. 13 Prepare heart disease data for machine learning/4.3 02 Clean and preprocess heart disease data for machine learning.py 2KB
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/9.2 01 Find model error with cross validation.py 2KB
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/7.4 02 Clean data with missing values.py 2KB
~Get Your Files Here !/3. 06 Build Regression Machine Learning Models to Detect Diabetes/5.2 03 Build more regression models and find the best one.py 2KB
~Get Your Files Here !/2. 05 Build a K Nearest neighbors regression model to predict diabetes/5.4 02 Build a K Nearest neighbors regression model to predict diabetes.py 1KB
~Get Your Files Here !/13. 16 Build a neural network to find malaria in cells/1. 00 Project Preview.srt 1KB
~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/7.2 03 Build an SVM model to classify malignant vs benign mass.py 1KB
~Get Your Files Here !/10. 13 Prepare heart disease data for machine learning/4.1 01 Load and analyze blood cell data.py 1019B
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/7.2 01 Load and analyze blood cell data.py 1019B
~Get Your Files Here !/6. 09 Preprocess a malignant vs benign cancer mass dataset/09 Source files/02 Preprocess cancer data for machine learning/02 Preprocess cancer data for machine learning.py 881B
~Get Your Files Here !/2. 05 Build a K Nearest neighbors regression model to predict diabetes/5.2 01 Load and analyze data.py 684B
~Get Your Files Here !/6. 09 Preprocess a malignant vs benign cancer mass dataset/09 Source files/01 Load and analyze cancer dataset/01 Load and analyze cancer dataset.py 434B
~Get Your Files Here !/Bonus Resources.txt 357B
Get Bonus Downloads Here.url 182B
~Get Your Files Here !/10. 13 Prepare heart disease data for machine learning/4. Source Files.html 34B
~Get Your Files Here !/11. 14 Predict heart disease with machine learning/6. Source Files.html 34B
~Get Your Files Here !/12. 15 Deep learning and neural networks introduction/3. Source Files.html 34B
~Get Your Files Here !/3. 06 Build Regression Machine Learning Models to Detect Diabetes/5. Source Files.html 34B
~Get Your Files Here !/4. 07 Data analysis and transformation on blood cell data/7. Source Files.html 34B
~Get Your Files Here !/5. 08 Cluster blood cells based on fluorescent intensities/5. Source Files.html 34B
~Get Your Files Here !/6. 09 Preprocess a malignant vs benign cancer mass dataset/4. Source Files.html 34B
~Get Your Files Here !/7. 10 Build an SVM model to classify malignant vs benign cancer mass/7. Source Files.html 34B
~Get Your Files Here !/9. 12 Improve model accuracy with tuning methods/9. Source Files.html 34B
~Get Your Files Here !/8. 11 Build a logistic regression model to classify malignant vs benign cancer mass/3. Source Files.html 29B
~Get Your Files Here !/1. Chapter 1/22. Source Code.html 27B
~Get Your Files Here !/1. Chapter 1/25. Source Files.html 27B
~Get Your Files Here !/1. Chapter 1/29. Source Files.html 27B
~Get Your Files Here !/1. Chapter 1/3. Source Files.html 27B
~Get Your Files Here !/2. 05 Build a K Nearest neighbors regression model to predict diabetes/5. Source Files.html 27B