FreeCourseSite com Udemy - Advanced Machine Learning & Data Analysis Projects Bootcamp

1. 1. Introduction to Machine Learning + Software/1. Projects Overview.mp418.24MB
2. 10. Building Apps With Machine Learning/1. Introduction - Improving Model Efficiency.mp481.12MB
3. 10. Building Apps With Machine Learning/3. Introduction to Tensorflow Lite.mp4114.56MB
4. 11. Text Summarizer/1. Introduction.mp453.98MB
5. 11. Text Summarizer/2. Exploring How Model Is Built.mp4193.8MB
6. 11. Text Summarizer/3. Exploring Training and Summarizing Mechanisms.mp4135.93MB
7. 11. Text Summarizer/4. Exploring Training and Summarizing Code.mp4106.31MB
8. 11. Text Summarizer/5. Testing the Model.mp472.09MB
9. 12. Object Localization/1. Introductions.mp442.98MB
10. 12. Object Localization/2. Examining Project Code.mp4219.51MB
11. 12. Object Localization/3. Testing with a Mobile Device.mp4105.58MB
12. 13. Object Recognition/1. Introduction.mp433.54MB
13. 13. Object Recognition/2. Examining Code.mp4325.99MB
14. 13. Object Recognition/3. Testing on Mobile Device.mp492.73MB
15. 14. Introduction to Tensorboard/1. Introduction to Upcoming Projects.mp431.11MB
16. 14. Introduction to Tensorboard/2. Examining Computational Graph In Tensorboard.mp4182.69MB
17. 14. Introduction to Tensorboard/3. Analyzing Scalars and Histograms.mp4150.67MB
18. 14. Introduction to Tensorboard/4. Modifying Model Parameters Across Multiple Runs.mp4147.65MB
19. 15. Advanced Machine Learning Concepts/1. Introduction to Upcoming Projects.mp4296.43MB
20. 16. Advanced MNIST/1. Project Demonstration.mp445.83MB
21. 16. Advanced MNIST/10. Load and Display Digit Images.mp485.61MB
22. 16. Advanced MNIST/11. Formatting Model Input.mp4163.71MB
23. 16. Advanced MNIST/12. Displaying Results and Summary.mp4145.96MB
24. 16. Advanced MNIST/2. Project Overview.mp428.72MB
25. 16. Advanced MNIST/3. Building Neuron Functions.mp471.18MB
26. 16. Advanced MNIST/4. Building the Convolutional Layers.mp4127.86MB
27. 16. Advanced MNIST/5. Building Dense, Dropout, and Readout Layers.mp4180.66MB
28. 16. Advanced MNIST/6. Writing Loss and Optimizer Functions and Training and Testing.mp4252.82MB
29. 16. Advanced MNIST/7. Optimizing Saved Graph.mp4111.24MB
30. 16. Advanced MNIST/8. Setting up Android Project.mp4137.43MB
31. 16. Advanced MNIST/9. Setting Up UI.mp4147.97MB
32. 17. Advanced CIFAR 100/1. Project Demo.mp440.6MB
33. 17. Advanced CIFAR 100/10. Project Summary.mp4118.44MB
34. 17. Advanced CIFAR 100/2. Project Overview.mp429.48MB
35. 17. Advanced CIFAR 100/3. Inputting and Formatting Data.mp496.28MB
36. 17. Advanced CIFAR 100/4. Building the Model.mp4107.47MB
37. 17. Advanced CIFAR 100/5. Training, Testing, and Freezing the Model.mp4105.43MB
38. 17. Advanced CIFAR 100/6. Setting up Android Project.mp4116.05MB
39. 17. Advanced CIFAR 100/7. Building User Interface.mp4108.57MB
40. 17. Advanced CIFAR 100/8. Loading and Displaying Images.mp486.33MB
41. 17. Advanced CIFAR 100/9. Converting Image Data and Running Inference.mp487.07MB
42. 18. Introduction to iOS/1. Introduction to iOS.mp416.68MB
43. 19. Introduction to Xcode/1. Downloading and Installing Xcode.mp461.4MB
44. 19. Introduction to Xcode/2. Exploring XCode's Interface.mp4115.7MB
45. 2. Android Studio/1. Downloading and Installing Android Studio.mp476.47MB
46. 2. Android Studio/2. Exploring Interface.mp4116.01MB
47. 2. Android Studio/3. Setting up an Emulator and Running Project.mp480.13MB
48. 20. Coding Crash Course - Swift Programming Language/1. Variables.mp472.87MB
49. 20. Coding Crash Course - Swift Programming Language/2. Variable Operations.mp4113.31MB
50. 20. Coding Crash Course - Swift Programming Language/3. Collections.mp481.69MB
51. 20. Coding Crash Course - Swift Programming Language/4. Control Flow.mp490.98MB
52. 20. Coding Crash Course - Swift Programming Language/5. Functions.mp451.34MB
53. 20. Coding Crash Course - Swift Programming Language/6. Classes and Objects.mp482.69MB
54. 21. iOS App Development/1. Building App From Start to Finish.mp4102.83MB
55. 22. Introduction to CoreML/1. Introduction to CoreML.mp488.96MB
56. 23. iOS Image Recognition/1. Project Demonstration.mp441.79MB
57. 23. iOS Image Recognition/2. Project Setup.mp470.49MB
58. 23. iOS Image Recognition/3. Displaying and Resizing Images.mp4103.5MB
59. 23. iOS Image Recognition/4. Converting Image to Pixel Buffer.mp4162.34MB
60. 23. iOS Image Recognition/5. Project Summary.mp490.01MB
61. 24. iOS Tensorflow Model Importing/1. Project Introduction.mp437.45MB
62. 24. iOS Tensorflow Model Importing/2. Converting pb to mlmodel File and Setup.mp464.25MB
63. 24. iOS Tensorflow Model Importing/3. Running Inference Through Model.mp4104.59MB
64. 24. iOS Tensorflow Model Importing/4. Testing and Summary.mp445.49MB
65. 25. Starting Projects in Pandas/2. Setting up Pandas.mp437.29MB
66. 26. Working With Data Structures/1. Creating a DataFrame.mp4264.11MB
67. 26. Working With Data Structures/2. Sorting and Series.mp4242.88MB
68. 26. Working With Data Structures/3. Expanding a Dataframe.mp4238.26MB
69. 27. Manipulating DataFrames/1. Getting Values and dealing with NaN Values.mp4300.21MB
70. 27. Manipulating DataFrames/2. Dropping rows and columns.mp4358.99MB
71. 28. Reading and Writing Data/1. Reading from CSV.mp4246.22MB
72. 28. Reading and Writing Data/2. Writing to CSV.mp4306.66MB
73. 29. Analytical Approaches to Data/1. Starting with an analysis.mp4313.17MB
74. 29. Analytical Approaches to Data/2. Locating data by labels.mp4313.22MB
75. 29. Analytical Approaches to Data/3. Statistical description of data.mp4318.85MB
76. 29. Analytical Approaches to Data/4. Histogram plots in pandas.mp4342.06MB
77. 29. Analytical Approaches to Data/5. Starting an analysis of all our data.mp4309.07MB
78. 29. Analytical Approaches to Data/6. Continuing an analysis of all our data.mp4263.23MB
79. 3. Java/1. Intro to Language Basics.mp427.36MB
80. 3. Java/10. Parameters and Return Values.mp469.94MB
81. 3. Java/11. Classes and Objects Intro.mp485.85MB
82. 3. Java/12. Superclass and Subclasses.mp4100.18MB
83. 3. Java/13. Static Variables and Axis Modifiers.mp476.89MB
84. 3. Java/2. Variable Types.mp497.01MB
85. 3. Java/3. Operations on Variables.mp484.92MB
86. 3. Java/4. Array and Lists.mp467.08MB
87. 3. Java/5. Array and List Operations.mp474.41MB
88. 3. Java/6. If and Switch Statements.mp495.71MB
89. 3. Java/7. While Loops.mp457.71MB
90. 3. Java/8. For Loops.mp459.61MB
91. 3. Java/9. Functions Intro.mp469.5MB
92. 4. App Development/1. Intro To Android App Development.mp420.53MB
93. 4. App Development/2. Building Basic UI.mp4160.7MB
94. 4. App Development/3. Connecting UI to Backend.mp466.61MB
95. 4. App Development/4. Implementing Backend and Tidying UI.mp4104.62MB
96. 6. Pycharm/1. Project Overview.mp417.47MB
97. 7. Introduction/1. Downloading and Installing Pycharm and Python.mp472.34MB
98. 7. Introduction/2. Exploring Pycharm.mp454.98MB
99. 8. Python Language Basics/1. Introduction to Variables.mp473.81MB
100. 8. Python Language Basics/2. Variables Operations and Conversions.mp493.43MB
101. 8. Python Language Basics/3. Collection Types.mp480.04MB
102. 8. Python Language Basics/4. Collections Operations.mp479.23MB
103. 8. Python Language Basics/5. Control Flow If Statements.mp492.35MB
104. 8. Python Language Basics/6. While and For Loops.mp482.58MB
105. 8. Python Language Basics/7. Functions.mp474.52MB
106. 8. Python Language Basics/8. Classes and Objects.mp495.56MB
107. 9. Tensorflow/1. Project Demo.mp439.87MB
108. 9. Tensorflow/2. Topics List.mp443.94MB
109. 9. Tensorflow/3. Importing Tensorflow to Pycharm.mp438.69MB
110. 9. Tensorflow/4. Constant Nodes and Sessions.mp454.72MB
111. 9. Tensorflow/5. Variable Nodes.mp499.01MB
112. 9. Tensorflow/6. Placeholder Nodes.mp473.31MB
113. 9. Tensorflow/7. Operation nodes.mp4133.23MB
114. 9. Tensorflow/8. Loss, Optimizers, and Training.mp4115.52MB
115. 9. Tensorflow/9. Building a Linear Regression Model.mp4193.61MB