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[FreeCourseSite.com] Udemy - Machine Learning with Javascript
magnet:?xt=urn:btih:c3d9a51856dd6f9f28d7d0cff6db01aee7b78410&dn=[FreeCourseSite.com] Udemy - Machine Learning with Javascript
磁力链接详情
Hash值:
c3d9a51856dd6f9f28d7d0cff6db01aee7b78410
点击数:
65
文件大小:
6.75 GB
文件数量:
183
创建日期:
2024-3-15 06:07
最后访问:
2024-4-29 05:57
访问标签:
FreeCourseSite
com
Udemy
-
Machine
Learning
with
Javascript
文件列表详情
01 - What is Machine Learning/001 Getting Started - How to Get Help.mp4 8.35 MB
01 - What is Machine Learning/004 Solving Machine Learning Problems.mp4 62.77 MB
01 - What is Machine Learning/005 A Complete Walkthrough.mp4 63.3 MB
01 - What is Machine Learning/006 App Setup.mp4 8.13 MB
01 - What is Machine Learning/007 Problem Outline.mp4 22.9 MB
01 - What is Machine Learning/008 Identifying Relevant Data.mp4 33.91 MB
01 - What is Machine Learning/009 Dataset Structures.mp4 48.24 MB
01 - What is Machine Learning/010 Recording Observation Data.mp4 12.68 MB
01 - What is Machine Learning/011 What Type of Problem.mp4 16.86 MB
02 - Algorithm Overview/001 How K-Nearest Neighbor Works.mp4 69.73 MB
02 - Algorithm Overview/002 Lodash Review.mp4 48.26 MB
02 - Algorithm Overview/003 Implementing KNN.mp4 59.34 MB
02 - Algorithm Overview/004 Finishing KNN Implementation.mp4 37.96 MB
02 - Algorithm Overview/005 Testing the Algorithm.mp4 44.96 MB
02 - Algorithm Overview/006 Interpreting Bad Results.mp4 25.65 MB
02 - Algorithm Overview/007 Test and Training Data.mp4 27.37 MB
02 - Algorithm Overview/008 Randomizing Test Data.mp4 13.46 MB
02 - Algorithm Overview/009 Generalizing KNN.mp4 38.99 MB
02 - Algorithm Overview/010 Gauging Accuracy.mp4 45.97 MB
02 - Algorithm Overview/011 Printing a Report.mp4 33.29 MB
02 - Algorithm Overview/012 Refactoring Accuracy Reporting.mp4 33.81 MB
02 - Algorithm Overview/013 Investigating Optimal K Values.mp4 112.41 MB
02 - Algorithm Overview/014 Updating KNN for Multiple Features.mp4 48.83 MB
02 - Algorithm Overview/015 Multi-Dimensional KNN.mp4 31.92 MB
02 - Algorithm Overview/016 N-Dimension Distance.mp4 59.47 MB
02 - Algorithm Overview/017 Arbitrary Feature Spaces.mp4 58.1 MB
02 - Algorithm Overview/018 Magnitude Offsets in Features.mp4 46.23 MB
02 - Algorithm Overview/019 Feature Normalization.mp4 54.09 MB
02 - Algorithm Overview/020 Normalization with MinMax.mp4 54.4 MB
02 - Algorithm Overview/021 Applying Normalization.mp4 38.91 MB
02 - Algorithm Overview/022 Feature Selection with KNN.mp4 57.3 MB
02 - Algorithm Overview/023 Objective Feature Picking.mp4 28.47 MB
02 - Algorithm Overview/024 Evaluating Different Feature Values.mp4 21.01 MB
03 - Onwards to Tensorflow JS!/001 Let's Get Our Bearings.mp4 46.8 MB
03 - Onwards to Tensorflow JS!/002 A Plan to Move Forward.mp4 36.9 MB
03 - Onwards to Tensorflow JS!/003 Tensor Shape and Dimension.mp4 70.3 MB
03 - Onwards to Tensorflow JS!/004 Elementwise Operations.mp4 43.18 MB
03 - Onwards to Tensorflow JS!/005 Broadcasting Operations.mp4 24.22 MB
03 - Onwards to Tensorflow JS!/006 Logging Tensor Data.mp4 10.68 MB
03 - Onwards to Tensorflow JS!/007 Tensor Accessors.mp4 10.92 MB
03 - Onwards to Tensorflow JS!/008 Creating Slices of Data.mp4 27.97 MB
03 - Onwards to Tensorflow JS!/009 Tensor Concatenation.mp4 27.84 MB
03 - Onwards to Tensorflow JS!/010 Summing Values Along an Axis.mp4 30.04 MB
03 - Onwards to Tensorflow JS!/011 Massaging Dimensions with ExpandDims.mp4 27.21 MB
04 - Applications of Tensorflow/001 KNN with Regression.mp4 19.02 MB
04 - Applications of Tensorflow/002 A Change in Data Structure.mp4 15.11 MB
04 - Applications of Tensorflow/003 KNN with Tensorflow.mp4 59.55 MB
04 - Applications of Tensorflow/004 Maintaining Order Relationships.mp4 36.11 MB
04 - Applications of Tensorflow/005 Sorting Tensors.mp4 29.49 MB
04 - Applications of Tensorflow/006 Averaging Top Values.mp4 47.53 MB
04 - Applications of Tensorflow/007 Moving to the Editor.mp4 26.79 MB
04 - Applications of Tensorflow/008 Loading CSV Data.mp4 68.81 MB
04 - Applications of Tensorflow/009 Running an Analysis.mp4 20.82 MB
04 - Applications of Tensorflow/010 Reporting Error Percentages.mp4 40.68 MB
04 - Applications of Tensorflow/011 Normalization or Standardization.mp4 77.88 MB
04 - Applications of Tensorflow/012 Numerical Standardization with Tensorflow.mp4 40.17 MB
04 - Applications of Tensorflow/013 Applying Standardization.mp4 36.51 MB
04 - Applications of Tensorflow/014 Debugging Calculations.mp4 75.03 MB
04 - Applications of Tensorflow/015 What Now.mp4 17.76 MB
05 - Getting Started with Gradient Descent/001 Linear Regression.mp4 9.7 MB
05 - Getting Started with Gradient Descent/002 Why Linear Regression.mp4 29.91 MB
05 - Getting Started with Gradient Descent/003 Understanding Gradient Descent.mp4 77.88 MB
05 - Getting Started with Gradient Descent/004 Guessing Coefficients with MSE.mp4 70.81 MB
05 - Getting Started with Gradient Descent/005 Observations Around MSE.mp4 21.44 MB
05 - Getting Started with Gradient Descent/006 Derivatives!.mp4 20.72 MB
05 - Getting Started with Gradient Descent/007 Gradient Descent in Action.mp4 89.2 MB
05 - Getting Started with Gradient Descent/008 Quick Breather and Review.mp4 39.05 MB
05 - Getting Started with Gradient Descent/009 Why a Learning Rate.mp4 148.47 MB
05 - Getting Started with Gradient Descent/010 Answering Common Questions.mp4 29.84 MB
05 - Getting Started with Gradient Descent/011 Gradient Descent with Multiple Terms.mp4 16.76 MB
05 - Getting Started with Gradient Descent/012 Multiple Terms in Action.mp4 103.27 MB
06 - Gradient Descent with Tensorflow/001 Project Overview.mp4 24.94 MB
06 - Gradient Descent with Tensorflow/002 Data Loading.mp4 19.56 MB
06 - Gradient Descent with Tensorflow/003 Default Algorithm Options.mp4 26.6 MB
06 - Gradient Descent with Tensorflow/004 Formulating the Training Loop.mp4 8.7 MB
06 - Gradient Descent with Tensorflow/005 Initial Gradient Descent Implementation.mp4 67.66 MB
06 - Gradient Descent with Tensorflow/006 Calculating MSE Slopes.mp4 51.06 MB
06 - Gradient Descent with Tensorflow/007 Updating Coefficients.mp4 26.02 MB
06 - Gradient Descent with Tensorflow/008 Interpreting Results.mp4 89.66 MB
06 - Gradient Descent with Tensorflow/009 Matrix Multiplication.mp4 30.58 MB
06 - Gradient Descent with Tensorflow/010 More on Matrix Multiplication.mp4 43.58 MB
06 - Gradient Descent with Tensorflow/011 Matrix Form of Slope Equations.mp4 22.66 MB
06 - Gradient Descent with Tensorflow/012 Simplification with Matrix Multiplication.mp4 60.76 MB
06 - Gradient Descent with Tensorflow/013 How it All Works Together!.mp4 110.57 MB
07 - Increasing Performance with Vectorized Solutions/001 Refactoring the Linear Regression Class.mp4 45.89 MB
07 - Increasing Performance with Vectorized Solutions/002 Refactoring to One Equation.mp4 63.81 MB
07 - Increasing Performance with Vectorized Solutions/003 A Few More Changes.mp4 58.55 MB
07 - Increasing Performance with Vectorized Solutions/004 Same Results Or Not.mp4 12 MB
07 - Increasing Performance with Vectorized Solutions/005 Calculating Model Accuracy.mp4 56.49 MB
07 - Increasing Performance with Vectorized Solutions/006 Implementing Coefficient of Determination.mp4 47.48 MB
07 - Increasing Performance with Vectorized Solutions/007 Dealing with Bad Accuracy.mp4 57.68 MB
07 - Increasing Performance with Vectorized Solutions/008 Reminder on Standardization.mp4 18.83 MB
07 - Increasing Performance with Vectorized Solutions/009 Data Processing in a Helper Method.mp4 23.5 MB
07 - Increasing Performance with Vectorized Solutions/010 Reapplying Standardization.mp4 50.2 MB
07 - Increasing Performance with Vectorized Solutions/011 Fixing Standardization Issues.mp4 40.99 MB
07 - Increasing Performance with Vectorized Solutions/012 Massaging Learning Rates.mp4 22.77 MB
07 - Increasing Performance with Vectorized Solutions/013 Moving Towards Multivariate Regression.mp4 84.99 MB
07 - Increasing Performance with Vectorized Solutions/014 Refactoring for Multivariate Analysis.mp4 72.4 MB
07 - Increasing Performance with Vectorized Solutions/015 Learning Rate Optimization.mp4 53.01 MB
07 - Increasing Performance with Vectorized Solutions/016 Recording MSE History.mp4 32.67 MB
07 - Increasing Performance with Vectorized Solutions/017 Updating Learning Rate.mp4 27.96 MB
08 - Plotting Data with Javascript/001 Observing Changing Learning Rate and MSE.mp4 35.39 MB
08 - Plotting Data with Javascript/002 Plotting MSE Values.mp4 39.65 MB
08 - Plotting Data with Javascript/003 Plotting MSE History against B Values.mp4 36.13 MB
09 - Gradient Descent Alterations/001 Batch and Stochastic Gradient Descent.mp4 63.66 MB
09 - Gradient Descent Alterations/002 Refactoring Towards Batch Gradient Descent.mp4 23.6 MB
09 - Gradient Descent Alterations/003 Determining Batch Size and Quantity.mp4 53.93 MB
09 - Gradient Descent Alterations/004 Iterating Over Batches.mp4 26.41 MB
09 - Gradient Descent Alterations/005 Evaluating Batch Gradient Descent Results.mp4 50.7 MB
09 - Gradient Descent Alterations/006 Making Predictions with the Model.mp4 33.83 MB
10 - Natural Binary Classification/001 Introducing Logistic Regression.mp4 8.95 MB
10 - Natural Binary Classification/002 Logistic Regression in Action.mp4 17.76 MB
10 - Natural Binary Classification/003 Bad Equation Fits.mp4 33.59 MB
10 - Natural Binary Classification/004 The Sigmoid Equation.mp4 30.37 MB
10 - Natural Binary Classification/005 Decision Boundaries.mp4 35.04 MB
10 - Natural Binary Classification/006 Changes for Logistic Regression.mp4 3.39 MB
10 - Natural Binary Classification/007 Project Setup for Logistic Regression.mp4 46.88 MB
10 - Natural Binary Classification/009 Importing Vehicle Data.mp4 33.05 MB
10 - Natural Binary Classification/010 Encoding Label Values.mp4 29.85 MB
10 - Natural Binary Classification/011 Updating Linear Regression for Logistic Regression.mp4 54.31 MB
10 - Natural Binary Classification/012 The Sigmoid Equation with Logistic Regression.mp4 23.29 MB
10 - Natural Binary Classification/013 A Touch More Refactoring.mp4 78.65 MB
10 - Natural Binary Classification/014 Gauging Classification Accuracy.mp4 22.32 MB
10 - Natural Binary Classification/015 Implementing a Test Function.mp4 19.98 MB
10 - Natural Binary Classification/016 Variable Decision Boundaries.mp4 58.41 MB
10 - Natural Binary Classification/017 Mean Squared Error vs Cross Entropy.mp4 43.54 MB
10 - Natural Binary Classification/018 Refactoring with Cross Entropy.mp4 38.21 MB
10 - Natural Binary Classification/019 Finishing the Cost Refactor.mp4 42.11 MB
10 - Natural Binary Classification/020 Plotting Changing Cost History.mp4 33.29 MB
11 - Multi-Value Classification/001 Multinominal Logistic Regression.mp4 6.56 MB
11 - Multi-Value Classification/002 A Smart Refactor to Multinominal Analysis.mp4 14.51 MB
11 - Multi-Value Classification/003 A Smarter Refactor!.mp4 28.54 MB
11 - Multi-Value Classification/004 A Single Instance Approach.mp4 74.37 MB
11 - Multi-Value Classification/005 Refactoring to Multi-Column Weights.mp4 30.25 MB
11 - Multi-Value Classification/006 A Problem to Test Multinominal Classification.mp4 28.84 MB
11 - Multi-Value Classification/007 Classifying Continuous Values.mp4 19.67 MB
11 - Multi-Value Classification/008 Training a Multinominal Model.mp4 41.17 MB
11 - Multi-Value Classification/009 Marginal vs Conditional Probability.mp4 68.35 MB
11 - Multi-Value Classification/010 Sigmoid vs Softmax.mp4 44.6 MB
11 - Multi-Value Classification/011 Refactoring Sigmoid to Softmax.mp4 41.8 MB
11 - Multi-Value Classification/012 Implementing Accuracy Gauges.mp4 21.99 MB
11 - Multi-Value Classification/013 Calculating Accuracy.mp4 11.66 MB
12 - Image Recognition In Action/001 Handwriting Recognition.mp4 8.35 MB
12 - Image Recognition In Action/002 Greyscale Values.mp4 38.45 MB
12 - Image Recognition In Action/003 Many Features.mp4 36.72 MB
12 - Image Recognition In Action/004 Flattening Image Data.mp4 36.99 MB
12 - Image Recognition In Action/005 Encoding Label Values.mp4 38.26 MB
12 - Image Recognition In Action/006 Implementing an Accuracy Gauge.mp4 62.17 MB
12 - Image Recognition In Action/007 Unchanging Accuracy.mp4 7.03 MB
12 - Image Recognition In Action/008 Debugging the Calculation Process.mp4 77.59 MB
12 - Image Recognition In Action/009 Dealing with Zero Variances.mp4 22.96 MB
12 - Image Recognition In Action/010 Backfilling Variance.mp4 16.48 MB
13 - Performance Optimization/001 Handing Large Datasets.mp4 18.46 MB
13 - Performance Optimization/002 Minimizing Memory Usage.mp4 15.15 MB
13 - Performance Optimization/003 Creating Memory Snapshots.mp4 21.77 MB
13 - Performance Optimization/004 The Javascript Garbage Collector.mp4 22.56 MB
13 - Performance Optimization/005 Shallow vs Retained Memory Usage.mp4 46.68 MB
13 - Performance Optimization/006 Measuring Memory Usage.mp4 85.87 MB
13 - Performance Optimization/007 Releasing References.mp4 31.88 MB
13 - Performance Optimization/008 Measuring Footprint Reduction.mp4 26.87 MB
13 - Performance Optimization/009 Optimization Tensorflow Memory Usage.mp4 11.44 MB
13 - Performance Optimization/010 Tensorflow's Eager Memory Usage.mp4 20.13 MB
13 - Performance Optimization/011 Cleaning up Tensors with Tidy.mp4 9.42 MB
13 - Performance Optimization/012 Implementing TF Tidy.mp4 13.67 MB
13 - Performance Optimization/013 Tidying the Training Loop.mp4 41.06 MB
13 - Performance Optimization/014 Measuring Reduced Memory Usage.mp4 11 MB
13 - Performance Optimization/015 One More Optimization.mp4 21.45 MB
13 - Performance Optimization/016 Final Memory Report.mp4 21.11 MB
13 - Performance Optimization/017 Plotting Cost History.mp4 43.33 MB
13 - Performance Optimization/018 NaN in Cost History.mp4 35.86 MB
13 - Performance Optimization/019 Fixing Cost History.mp4 30.58 MB
13 - Performance Optimization/020 Massaging Learning Parameters.mp4 13.55 MB
13 - Performance Optimization/021 Improving Model Accuracy.mp4 33.65 MB
14 - Appendix Custom CSV Loader/001 Loading CSV Files.mp4 5.98 MB
14 - Appendix Custom CSV Loader/002 A Test Dataset.mp4 3.71 MB
14 - Appendix Custom CSV Loader/003 Reading Files from Disk.mp4 6.6 MB
14 - Appendix Custom CSV Loader/004 Splitting into Columns.mp4 6.7 MB
14 - Appendix Custom CSV Loader/005 Dropping Trailing Columns.mp4 7.67 MB
14 - Appendix Custom CSV Loader/006 Parsing Number Values.mp4 24.02 MB
14 - Appendix Custom CSV Loader/007 Custom Value Parsing.mp4 14.02 MB
14 - Appendix Custom CSV Loader/008 Extracting Data Columns.mp4 50.66 MB
14 - Appendix Custom CSV Loader/009 Shuffling Data via Seed Phrase.mp4 32.89 MB
14 - Appendix Custom CSV Loader/010 Splitting Test and Training.mp4 48.31 MB
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