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文档列表

1. Introduction to Machine Learning + Software/1. Projects Overview.mp4 7.4 MB
1. Introduction to Machine Learning + Software/1. Projects Overview.vtt 2.8 kB
1. Introduction to Machine Learning + Software/2. Project Resources - Mammoth Interactive.html 74 Bytes
1. Introduction to Machine Learning + Software/2.1 Project Resources - Mammoth Interactive.zip.zip 456.2 MB
10. Building Apps With Machine Learning/1. Introduction - Improving Model Efficiency.mp4 29.2 MB
10. Building Apps With Machine Learning/1. Introduction - Improving Model Efficiency.vtt 7.8 kB
10. Building Apps With Machine Learning/2. Project Code - Mammoth Interactive.html 68 Bytes
10. Building Apps With Machine Learning/2.1 01. Project Code - Mammoth Interactive.zip.zip 4.7 kB
10. Building Apps With Machine Learning/3. Introduction to Tensorflow Lite.mp4 42.8 MB
10. Building Apps With Machine Learning/3. Introduction to Tensorflow Lite.vtt 14.1 kB
11. Text Summarizer/1. Introduction.mp4 21.2 MB
11. Text Summarizer/1. Introduction.vtt 8.6 kB
11. Text Summarizer/2. Exploring How Model Is Built.mp4 68.0 MB
11. Text Summarizer/2. Exploring How Model Is Built.vtt 18.2 kB
11. Text Summarizer/3. Exploring Training and Summarizing Mechanisms.mp4 48.8 MB
11. Text Summarizer/3. Exploring Training and Summarizing Mechanisms.vtt 12.7 kB
11. Text Summarizer/4. Exploring Training and Summarizing Code.mp4 38.6 MB
11. Text Summarizer/4. Exploring Training and Summarizing Code.vtt 10.5 kB
11. Text Summarizer/5. Testing the Model.mp4 25.7 MB
11. Text Summarizer/5. Testing the Model.vtt 6.9 kB
11. Text Summarizer/6. Text Summarizer Pycharm.html 69 Bytes
11. Text Summarizer/6.1 Text_Summarizer_Pycharm.zip.zip 18.2 MB
12. Object Localization/1. Introductions.mp4 16.3 MB
12. Object Localization/1. Introductions.vtt 5.7 kB
12. Object Localization/2. Examining Project Code.mp4 77.1 MB
12. Object Localization/2. Examining Project Code.vtt 21.8 kB
12. Object Localization/3. Testing with a Mobile Device.mp4 35.8 MB
12. Object Localization/3. Testing with a Mobile Device.vtt 11.0 kB
13. Object Recognition/1. Introduction.mp4 16.0 MB
13. Object Recognition/1. Introduction.vtt 4.3 kB
13. Object Recognition/2. Examining Code.mp4 116.0 MB
13. Object Recognition/2. Examining Code.vtt 32.0 kB
13. Object Recognition/3. Testing on Mobile Device.mp4 30.1 MB
13. Object Recognition/3. Testing on Mobile Device.vtt 7.8 kB
14. Introduction to Tensorboard/1. Introduction to Upcoming Projects.mp4 11.8 MB
14. Introduction to Tensorboard/1. Introduction to Upcoming Projects.vtt 3.5 kB
14. Introduction to Tensorboard/2. Examining Computational Graph In Tensorboard.mp4 66.1 MB
14. Introduction to Tensorboard/2. Examining Computational Graph In Tensorboard.vtt 18.7 kB
14. Introduction to Tensorboard/3. Analyzing Scalars and Histograms.mp4 57.8 MB
14. Introduction to Tensorboard/3. Analyzing Scalars and Histograms.vtt 17.9 kB
14. Introduction to Tensorboard/4. Modifying Model Parameters Across Multiple Runs.mp4 53.0 MB
14. Introduction to Tensorboard/4. Modifying Model Parameters Across Multiple Runs.vtt 14.9 kB
14. Introduction to Tensorboard/5. Project Code - Mammoth Interactive.html 68 Bytes
14. Introduction to Tensorboard/5.1 Project Code - Mammoth Interactive.zip.zip 11.9 MB
15. Advanced Machine Learning Concepts/1. Introduction to Upcoming Projects.mp4 104.3 MB
15. Advanced Machine Learning Concepts/1. Introduction to Upcoming Projects.vtt 26.2 kB
15. Advanced Machine Learning Concepts/2. Project Code - Mammoth Interactive.html 68 Bytes
15. Advanced Machine Learning Concepts/2.1 Project Code - Mammoth Interactive.zip.zip 5.4 kB
16. Advanced MNIST/1. Project Demonstration.mp4 16.0 MB
16. Advanced MNIST/1. Project Demonstration.vtt 4.9 kB
16. Advanced MNIST/10. Load and Display Digit Images.mp4 31.0 MB
16. Advanced MNIST/10. Load and Display Digit Images.vtt 7.9 kB
16. Advanced MNIST/11. Formatting Model Input.mp4 63.9 MB
16. Advanced MNIST/11. Formatting Model Input.vtt 17.6 kB
16. Advanced MNIST/12. Displaying Results and Summary.mp4 54.1 MB
16. Advanced MNIST/12. Displaying Results and Summary.vtt 13.8 kB
16. Advanced MNIST/13. Project Code - Mammoth Interactive.html 68 Bytes
16. Advanced MNIST/13.1 Project Code - Mammoth Interactive.zip.zip 238.0 MB
16. Advanced MNIST/2. Project Overview.mp4 12.3 MB
16. Advanced MNIST/2. Project Overview.vtt 4.7 kB
16. Advanced MNIST/3. Building Neuron Functions.mp4 33.4 MB
16. Advanced MNIST/3. Building Neuron Functions.vtt 15.0 kB
16. Advanced MNIST/4. Building the Convolutional Layers.mp4 51.6 MB
16. Advanced MNIST/4. Building the Convolutional Layers.vtt 15.3 kB
16. Advanced MNIST/5. Building Dense, Dropout, and Readout Layers.mp4 70.9 MB
16. Advanced MNIST/5. Building Dense, Dropout, and Readout Layers.vtt 18.6 kB
16. Advanced MNIST/6. Writing Loss and Optimizer Functions and Training and Testing.mp4 97.1 MB
16. Advanced MNIST/6. Writing Loss and Optimizer Functions and Training and Testing.vtt 25.9 kB
16. Advanced MNIST/7. Optimizing Saved Graph.mp4 44.4 MB
16. Advanced MNIST/7. Optimizing Saved Graph.vtt 14.4 kB
16. Advanced MNIST/8. Setting up Android Project.mp4 54.3 MB
16. Advanced MNIST/8. Setting up Android Project.vtt 16.1 kB
16. Advanced MNIST/9. Setting Up UI.mp4 53.4 MB
16. Advanced MNIST/9. Setting Up UI.vtt 13.7 kB
17. Advanced CIFAR 100/1. Project Demo.mp4 14.2 MB
17. Advanced CIFAR 100/1. Project Demo.vtt 3.8 kB
17. Advanced CIFAR 100/10. Project Summary.mp4 43.9 MB
17. Advanced CIFAR 100/10. Project Summary.vtt 11.5 kB
17. Advanced CIFAR 100/11. CIFAR 100 Project Files - Mammoth Interactive.html 69 Bytes
17. Advanced CIFAR 100/11.1 CIFAR 100 Project Files - Mammoth Interactive.zip.zip 312.4 MB
17. Advanced CIFAR 100/2. Project Overview.mp4 11.9 MB
17. Advanced CIFAR 100/2. Project Overview.vtt 4.0 kB
17. Advanced CIFAR 100/3. Inputting and Formatting Data.mp4 40.6 MB
17. Advanced CIFAR 100/3. Inputting and Formatting Data.vtt 13.2 kB
17. Advanced CIFAR 100/4. Building the Model.mp4 44.6 MB
17. Advanced CIFAR 100/4. Building the Model.vtt 13.3 kB
17. Advanced CIFAR 100/5. Training, Testing, and Freezing the Model.mp4 43.1 MB
17. Advanced CIFAR 100/5. Training, Testing, and Freezing the Model.vtt 13.4 kB
17. Advanced CIFAR 100/6. Setting up Android Project.mp4 45.0 MB
17. Advanced CIFAR 100/6. Setting up Android Project.vtt 13.2 kB
17. Advanced CIFAR 100/7. Building User Interface.mp4 39.5 MB
17. Advanced CIFAR 100/7. Building User Interface.vtt 9.9 kB
17. Advanced CIFAR 100/8. Loading and Displaying Images.mp4 32.3 MB
17. Advanced CIFAR 100/8. Loading and Displaying Images.vtt 8.4 kB
17. Advanced CIFAR 100/9. Converting Image Data and Running Inference.mp4 34.9 MB
17. Advanced CIFAR 100/9. Converting Image Data and Running Inference.vtt 9.3 kB
18. Introduction to iOS/1. Introduction to iOS.mp4 6.8 MB
18. Introduction to iOS/1. Introduction to iOS.vtt 2.9 kB
19. Introduction to Xcode/1. Downloading and Installing Xcode.mp4 24.4 MB
19. Introduction to Xcode/1. Downloading and Installing Xcode.vtt 9.0 kB
19. Introduction to Xcode/2. Exploring XCode's Interface.mp4 52.1 MB
19. Introduction to Xcode/2. Exploring XCode's Interface.vtt 22.6 kB
2. Android Studio/1. Downloading and Installing Android Studio.mp4 28.9 MB
2. Android Studio/1. Downloading and Installing Android Studio.vtt 9.6 kB
2. Android Studio/2. Exploring Interface.mp4 47.1 MB
2. Android Studio/2. Exploring Interface.vtt 17.1 kB
2. Android Studio/3. Setting up an Emulator and Running Project.mp4 29.2 MB
2. Android Studio/3. Setting up an Emulator and Running Project.vtt 9.4 kB
2. Android Studio/4. Code.html 60 Bytes
2. Android Studio/4.1 Code.zip.zip 5.1 kB
20. Coding Crash Course - Swift Programming Language/1. Variables.mp4 30.5 MB
20. Coding Crash Course - Swift Programming Language/1. Variables.vtt 10.8 kB
20. Coding Crash Course - Swift Programming Language/2. Variable Operations.mp4 45.0 MB
20. Coding Crash Course - Swift Programming Language/2. Variable Operations.vtt 14.2 kB
20. Coding Crash Course - Swift Programming Language/3. Collections.mp4 33.6 MB
20. Coding Crash Course - Swift Programming Language/3. Collections.vtt 12.2 kB
20. Coding Crash Course - Swift Programming Language/4. Control Flow.mp4 39.6 MB
20. Coding Crash Course - Swift Programming Language/4. Control Flow.vtt 13.3 kB
20. Coding Crash Course - Swift Programming Language/5. Functions.mp4 21.3 MB
20. Coding Crash Course - Swift Programming Language/5. Functions.vtt 7.0 kB
20. Coding Crash Course - Swift Programming Language/6. Classes and Objects.mp4 36.8 MB
20. Coding Crash Course - Swift Programming Language/6. Classes and Objects.vtt 12.6 kB
21. iOS App Development/1. Building App From Start to Finish.mp4 45.6 MB
21. iOS App Development/1. Building App From Start to Finish.vtt 17.5 kB
21. iOS App Development/2. Project Files - Mammoth Interactive.html 69 Bytes
21. iOS App Development/2.1 Project Files - Mammoth Interactive.zip.zip 37.7 kB
22. Introduction to CoreML/1. Introduction to CoreML.mp4 34.8 MB
22. Introduction to CoreML/1. Introduction to CoreML.vtt 12.6 kB
23. iOS Image Recognition/1. Project Demonstration.mp4 14.9 MB
23. iOS Image Recognition/1. Project Demonstration.vtt 4.1 kB
23. iOS Image Recognition/2. Project Setup.mp4 27.8 MB
23. iOS Image Recognition/2. Project Setup.vtt 9.3 kB
23. iOS Image Recognition/3. Displaying and Resizing Images.mp4 41.2 MB
23. iOS Image Recognition/3. Displaying and Resizing Images.vtt 12.2 kB
23. iOS Image Recognition/4. Converting Image to Pixel Buffer.mp4 62.7 MB
23. iOS Image Recognition/4. Converting Image to Pixel Buffer.vtt 17.3 kB
23. iOS Image Recognition/5. Project Summary.mp4 34.4 MB
23. iOS Image Recognition/5. Project Summary.vtt 10.5 kB
23. iOS Image Recognition/6. Project Code - Mammoth Interactive.html 68 Bytes
23. iOS Image Recognition/6.1 Project Code - Mammoth Interactive.zip.zip 23.5 MB
24. iOS Tensorflow Model Importing/1. Project Introduction.mp4 15.5 MB
24. iOS Tensorflow Model Importing/1. Project Introduction.vtt 5.9 kB
24. iOS Tensorflow Model Importing/2. Converting pb to mlmodel File and Setup.mp4 27.4 MB
24. iOS Tensorflow Model Importing/2. Converting pb to mlmodel File and Setup.vtt 9.6 kB
24. iOS Tensorflow Model Importing/3. Running Inference Through Model.mp4 42.3 MB
24. iOS Tensorflow Model Importing/3. Running Inference Through Model.vtt 11.7 kB
24. iOS Tensorflow Model Importing/4. Testing and Summary.mp4 17.0 MB
24. iOS Tensorflow Model Importing/4. Testing and Summary.vtt 5.1 kB
24. iOS Tensorflow Model Importing/5. iOS Tensorflow Project Code - Mammoth Interactive.html 68 Bytes
24. iOS Tensorflow Model Importing/5.1 iOS Tensorflow Project Code - Mammoth Interactive.zip.zip 44.0 kB
25. Starting Projects in Pandas/1. Installing Pandas.html 192 Bytes
25. Starting Projects in Pandas/2. Setting up Pandas.mp4 13.4 MB
25. Starting Projects in Pandas/2. Setting up Pandas.vtt 3.2 kB
26. Working With Data Structures/1. Creating a DataFrame.mp4 101.0 MB
26. Working With Data Structures/1. Creating a DataFrame.vtt 27.9 kB
26. Working With Data Structures/2. Sorting and Series.mp4 91.9 MB
26. Working With Data Structures/2. Sorting and Series.vtt 23.2 kB
26. Working With Data Structures/3. Expanding a Dataframe.mp4 90.3 MB
26. Working With Data Structures/3. Expanding a Dataframe.vtt 21.7 kB
27. Manipulating DataFrames/1. Getting Values and dealing with NaN Values.mp4 112.3 MB
27. Manipulating DataFrames/1. Getting Values and dealing with NaN Values.vtt 27.0 kB
27. Manipulating DataFrames/2. Dropping rows and columns.mp4 133.8 MB
27. Manipulating DataFrames/2. Dropping rows and columns.vtt 28.6 kB
28. Reading and Writing Data/1. Reading from CSV.mp4 91.4 MB
28. Reading and Writing Data/1. Reading from CSV.vtt 26.2 kB
28. Reading and Writing Data/2. Writing to CSV.mp4 111.9 MB
28. Reading and Writing Data/2. Writing to CSV.vtt 25.9 kB
29. Analytical Approaches to Data/1. Starting with an analysis.mp4 114.1 MB
29. Analytical Approaches to Data/1. Starting with an analysis.vtt 26.4 kB
29. Analytical Approaches to Data/2. Locating data by labels.mp4 114.1 MB
29. Analytical Approaches to Data/2. Locating data by labels.vtt 26.4 kB
29. Analytical Approaches to Data/3. Statistical description of data.mp4 114.2 MB
29. Analytical Approaches to Data/3. Statistical description of data.vtt 24.1 kB
29. Analytical Approaches to Data/4. Histogram plots in pandas.mp4 123.7 MB
29. Analytical Approaches to Data/4. Histogram plots in pandas.vtt 27.2 kB
29. Analytical Approaches to Data/5. Starting an analysis of all our data.mp4 110.7 MB
29. Analytical Approaches to Data/5. Starting an analysis of all our data.vtt 26.1 kB
29. Analytical Approaches to Data/6. Continuing an analysis of all our data.mp4 95.5 MB
29. Analytical Approaches to Data/6. Continuing an analysis of all our data.vtt 21.0 kB
29. Analytical Approaches to Data/7. Bonus Lecture Community Newsletter.html 228 Bytes
3. Java/1. Intro to Language Basics.mp4 10.8 MB
3. Java/1. Intro to Language Basics.vtt 3.5 kB
3. Java/10. Parameters and Return Values.mp4 28.4 MB
3. Java/10. Parameters and Return Values.vtt 9.2 kB
3. Java/11. Classes and Objects Intro.mp4 38.8 MB
3. Java/11. Classes and Objects Intro.vtt 16.2 kB
3. Java/12. Superclass and Subclasses.mp4 43.0 MB
3. Java/12. Superclass and Subclasses.vtt 15.9 kB
3. Java/13. Static Variables and Axis Modifiers.mp4 30.4 MB
3. Java/13. Static Variables and Axis Modifiers.vtt 9.8 kB
3. Java/2. Variable Types.mp4 43.8 MB
3. Java/2. Variable Types.vtt 19.4 kB
3. Java/3. Operations on Variables.mp4 36.8 MB
3. Java/3. Operations on Variables.vtt 14.6 kB
3. Java/4. Array and Lists.mp4 30.0 MB
3. Java/4. Array and Lists.vtt 13.0 kB
3. Java/5. Array and List Operations.mp4 31.1 MB
3. Java/5. Array and List Operations.vtt 11.0 kB
3. Java/6. If and Switch Statements.mp4 42.3 MB
3. Java/6. If and Switch Statements.vtt 15.1 kB
3. Java/7. While Loops.mp4 28.2 MB
3. Java/7. While Loops.vtt 13.5 kB
3. Java/8. For Loops.mp4 27.6 MB
3. Java/8. For Loops.vtt 11.6 kB
3. Java/9. Functions Intro.mp4 29.9 MB
3. Java/9. Functions Intro.vtt 11.7 kB
4. App Development/1. Intro To Android App Development.mp4 7.7 MB
4. App Development/1. Intro To Android App Development.vtt 2.2 kB
4. App Development/2. Building Basic UI.mp4 58.8 MB
4. App Development/2. Building Basic UI.vtt 17.2 kB
4. App Development/3. Connecting UI to Backend.mp4 26.1 MB
4. App Development/3. Connecting UI to Backend.vtt 8.1 kB
4. App Development/4. Implementing Backend and Tidying UI.mp4 39.7 MB
4. App Development/4. Implementing Backend and Tidying UI.vtt 11.9 kB
5. Machine Learning Concepts/1. Intro to ML.html 2.9 kB
5. Machine Learning Concepts/2. Pycharm Files.html 69 Bytes
5. Machine Learning Concepts/2.1 Pycharm_Files.zip.zip 5.4 kB
6. Pycharm/1. Project Overview.mp4 7.4 MB
6. Pycharm/1. Project Overview.vtt 3.1 kB
6. Pycharm/2. Pycharm Source Files - Mammoth Interactive.html 68 Bytes
6. Pycharm/2.1 Pycharm Source Files - Mammoth Interactive.zip.zip 1.6 MB
7. Introduction/1. Downloading and Installing Pycharm and Python.mp4 27.4 MB
7. Introduction/1. Downloading and Installing Pycharm and Python.vtt 10.0 kB
7. Introduction/2. Exploring Pycharm.mp4 24.4 MB
7. Introduction/2. Exploring Pycharm.vtt 10.8 kB
8. Python Language Basics/1. Introduction to Variables.mp4 36.5 MB
8. Python Language Basics/1. Introduction to Variables.vtt 18.0 kB
8. Python Language Basics/2. Variables Operations and Conversions.mp4 42.5 MB
8. Python Language Basics/2. Variables Operations and Conversions.vtt 17.1 kB
8. Python Language Basics/3. Collection Types.mp4 38.2 MB
8. Python Language Basics/3. Collection Types.vtt 18.1 kB
8. Python Language Basics/4. Collections Operations.mp4 33.6 MB
8. Python Language Basics/4. Collections Operations.vtt 11.6 kB
8. Python Language Basics/5. Control Flow If Statements.mp4 41.9 MB
8. Python Language Basics/5. Control Flow If Statements.vtt 17.4 kB
8. Python Language Basics/6. While and For Loops.mp4 36.8 MB
8. Python Language Basics/6. While and For Loops.vtt 14.5 kB
8. Python Language Basics/7. Functions.mp4 35.0 MB
8. Python Language Basics/7. Functions.vtt 15.7 kB
8. Python Language Basics/8. Classes and Objects.mp4 45.7 MB
8. Python Language Basics/8. Classes and Objects.vtt 21.7 kB
9. Tensorflow/1. Project Demo.mp4 13.7 MB
9. Tensorflow/1. Project Demo.vtt 3.2 kB
9. Tensorflow/10. Tensorflow Project Files - Mammoth Interactive.html 69 Bytes
9. Tensorflow/10.1 Tensorflow Project Files - Mammoth Interactive.zip.zip 7.2 kB
9. Tensorflow/2. Topics List.mp4 19.1 MB
9. Tensorflow/2. Topics List.vtt 8.1 kB
9. Tensorflow/3. Importing Tensorflow to Pycharm.mp4 15.8 MB
9. Tensorflow/3. Importing Tensorflow to Pycharm.vtt 5.7 kB
9. Tensorflow/4. Constant Nodes and Sessions.mp4 25.3 MB
9. Tensorflow/4. Constant Nodes and Sessions.vtt 11.7 kB
9. Tensorflow/5. Variable Nodes.mp4 40.8 MB
9. Tensorflow/5. Variable Nodes.vtt 14.2 kB
9. Tensorflow/6. Placeholder Nodes.mp4 29.6 MB
9. Tensorflow/6. Placeholder Nodes.vtt 9.5 kB
9. Tensorflow/7. Operation nodes.mp4 53.2 MB
9. Tensorflow/7. Operation nodes.vtt 16.4 kB
9. Tensorflow/8. Loss, Optimizers, and Training.mp4 47.2 MB
9. Tensorflow/8. Loss, Optimizers, and Training.vtt 15.5 kB
9. Tensorflow/9. Building a Linear Regression Model.mp4 80.8 MB
9. Tensorflow/9. Building a Linear Regression Model.vtt 26.9 kB
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