[ DevCourseWeb.com ] ZerotoMastery - AI Engineering Bootcamp - Build, Train and Deploy Models with AWS SageMaker

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Files (87)

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86 files • 1.9 GB

01. AI Engineering Bootcamp Learn AWS SageMaker with Patrik Szepesi - Zer - 1920x1080 2055K.mp4

~Get Your Files Here !/01. AI Engineering Bootcamp Learn AWS SageMaker with Patrik Szepesi - Zer - 1920x1080 2055K.mp4

17.13 MB

02. Course Introduction - Zer - 1920x1080 278K.mp4

~Get Your Files Here !/02. Course Introduction - Zer - 1920x1080 278K.mp4

17.41 MB

03. Setting Up Our AWS Account - Zer - 1920x1080 441K.mp4

~Get Your Files Here !/03. Setting Up Our AWS Account - Zer - 1920x1080 441K.mp4

13.03 MB

04. Set Up IAM Roles + Best Practices - Zer - 1920x1080 484K.mp4

~Get Your Files Here !/04. Set Up IAM Roles + Best Practices - Zer - 1920x1080 484K.mp4

23.32 MB

05. AWS Security Best Practices - Zer - 1920x1080 468K.mp4

~Get Your Files Here !/05. AWS Security Best Practices - Zer - 1920x1080 468K.mp4

21.99 MB

06. Set Up AWS SageMaker Domain - Zer - 1920x1080 453K.mp4

~Get Your Files Here !/06. Set Up AWS SageMaker Domain - Zer - 1920x1080 453K.mp4

6.52 MB

07. UI Domain Change - Zer - 1920x1080 606K.mp4

~Get Your Files Here !/07. UI Domain Change - Zer - 1920x1080 606K.mp4

2.46 MB

08. Setting Up SageMaker Environment - Zer - 1920x1080 416K.mp4

~Get Your Files Here !/08. Setting Up SageMaker Environment - Zer - 1920x1080 416K.mp4

13.22 MB

09. SageMaker Studio and Pricing - Zer - 1920x1080 429K.mp4

~Get Your Files Here !/09. SageMaker Studio and Pricing - Zer - 1920x1080 429K.mp4

28.39 MB

10. Setup SageMaker Server + PyTorch - Zer - 1920x1080 342K.mp4

~Get Your Files Here !/10. Setup SageMaker Server + PyTorch - Zer - 1920x1080 342K.mp4

15.82 MB

11. HuggingFace Models, Sentiment Analysis, and AutoScaling - Zer - 1920x1080 703K.mp4

~Get Your Files Here !/11. HuggingFace Models, Sentiment Analysis, and AutoScaling - Zer - 1920x1080 703K.mp4

91.79 MB

12. Get Dataset for Multiclass Text Classification - Zer - 1920x1080 337K.mp4

~Get Your Files Here !/12. Get Dataset for Multiclass Text Classification - Zer - 1920x1080 337K.mp4

14.89 MB

13. Creating Our AWS S3 Bucket - Zer - 1920x1080 445K.mp4

~Get Your Files Here !/13. Creating Our AWS S3 Bucket - Zer - 1920x1080 445K.mp4

12.07 MB

14. Uploading Our Training Data to S3 - Zer - 1920x1080 497K.mp4

~Get Your Files Here !/14. Uploading Our Training Data to S3 - Zer - 1920x1080 497K.mp4

4.61 MB

15. Exploratory Data Analysis - Part 1 - Zer - 1920x1080 422K.mp4

~Get Your Files Here !/15. Exploratory Data Analysis - Part 1 - Zer - 1920x1080 422K.mp4

40.04 MB

16. Exploratory Data Analysis - Part 2 - Zer - 1920x1080 323K.mp4

~Get Your Files Here !/16. Exploratory Data Analysis - Part 2 - Zer - 1920x1080 323K.mp4

13.77 MB

17. Data Visualization and Best Practices - Zer - 1920x1080 296K.mp4

~Get Your Files Here !/17. Data Visualization and Best Practices - Zer - 1920x1080 296K.mp4

25.99 MB

18. Setting Up Our Training Job Notebook + Reasons to Use SageMaker - Zer - 1920x1080 457K.mp4

~Get Your Files Here !/18. Setting Up Our Training Job Notebook + Reasons to Use SageMaker - Zer - 1920x1080 457K.mp4

55.7 MB

19. Python Script for HuggingFace Estimator - Zer - 1920x1080 254K.mp4

~Get Your Files Here !/19. Python Script for HuggingFace Estimator - Zer - 1920x1080 254K.mp4

28.22 MB

20. Creating Our Optional Experiment Notebook - Part 1 - Zer - 1920x1080 441K.mp4

~Get Your Files Here !/20. Creating Our Optional Experiment Notebook - Part 1 - Zer - 1920x1080 441K.mp4

9.67 MB

21. Creating Our Optional Experiment Notebook - Part 2 - Zer - 1920x1080 747K.mp4

~Get Your Files Here !/21. Creating Our Optional Experiment Notebook - Part 2 - Zer - 1920x1080 747K.mp4

18.57 MB

22. Encoding Categorical Labels to Numeric Values - Zer - 1920x1080 453K.mp4

~Get Your Files Here !/22. Encoding Categorical Labels to Numeric Values - Zer - 1920x1080 453K.mp4

39.89 MB

23. Understanding the Tokenization Vocabulary - Zer - 1920x1080 286K.mp4

~Get Your Files Here !/23. Understanding the Tokenization Vocabulary - Zer - 1920x1080 286K.mp4

30.06 MB

24. Encoding Tokens - Zer - 1920x1080 318K.mp4

~Get Your Files Here !/24. Encoding Tokens - Zer - 1920x1080 318K.mp4

25.2 MB

25. Practical Example of Tokenization and Encoding - Zer - 1920x1080 395K.mp4

~Get Your Files Here !/25. Practical Example of Tokenization and Encoding - Zer - 1920x1080 395K.mp4

32.68 MB

26. Creating Our Dataset Loader Class - Zer - 1920x1080 390K.mp4

~Get Your Files Here !/26. Creating Our Dataset Loader Class - Zer - 1920x1080 390K.mp4

44.58 MB

27. Setting Pytorch DataLoader - Zer - 1920x1080 337K.mp4

~Get Your Files Here !/27. Setting Pytorch DataLoader - Zer - 1920x1080 337K.mp4

36.75 MB

28. Which Path Will You Take_ - Zer - 1920x1080 227K.mp4

~Get Your Files Here !/28. Which Path Will You Take_ - Zer - 1920x1080 227K.mp4

2.42 MB

29. DistilBert vs. Bert Differences - Zer - 1920x1080 234K.mp4

~Get Your Files Here !/29. DistilBert vs. Bert Differences - Zer - 1920x1080 234K.mp4

7.69 MB

30. Embeddings In A Continuous Vector Space - Zer - 1920x1080 240K.mp4

~Get Your Files Here !/30. Embeddings In A Continuous Vector Space - Zer - 1920x1080 240K.mp4

12.86 MB

31. Introduction To Positional Encodings - Zer - 1920x1080 229K.mp4

~Get Your Files Here !/31. Introduction To Positional Encodings - Zer - 1920x1080 229K.mp4

8.34 MB

32. Positional Encodings - Part 1 - Zer - 1920x1080 384K.mp4

~Get Your Files Here !/32. Positional Encodings - Part 1 - Zer - 1920x1080 384K.mp4

10.12 MB

33. Positional Encodings - Part 2 (Even and Odd Indices) - Zer - 1920x1080 297K.mp4

~Get Your Files Here !/33. Positional Encodings - Part 2 (Even and Odd Indices) - Zer - 1920x1080 297K.mp4

20.91 MB

34. Why Use Sine and Cosine Functions - Zer - 1920x1080 337K.mp4

~Get Your Files Here !/34. Why Use Sine and Cosine Functions - Zer - 1920x1080 337K.mp4

12.22 MB

35. Understanding the Nature of Sine and Cosine Functions - Zer - 1920x1080 419K.mp4

~Get Your Files Here !/35. Understanding the Nature of Sine and Cosine Functions - Zer - 1920x1080 419K.mp4

26.88 MB

36. Visualizing Positional Encodings in Sine and Cosine Graphs - Zer - 1920x1080 404K.mp4

~Get Your Files Here !/36. Visualizing Positional Encodings in Sine and Cosine Graphs - Zer - 1920x1080 404K.mp4

25.24 MB

37. Solving the Equations to Get the Values for Positional Encodings - Zer - 1920x1080 324K.mp4

~Get Your Files Here !/37. Solving the Equations to Get the Values for Positional Encodings - Zer - 1920x1080 324K.mp4

39.19 MB

38. Introduction to Attention Mechanism - Zer - 1920x1080 245K.mp4

~Get Your Files Here !/38. Introduction to Attention Mechanism - Zer - 1920x1080 245K.mp4

5.15 MB

39. Query, Key and Value Matrix - Zer - 1920x1080 236K.mp4

~Get Your Files Here !/39. Query, Key and Value Matrix - Zer - 1920x1080 236K.mp4

29.56 MB

40. Getting Started with Our Step by Step Attention Calculation - Zer - 1920x1080 249K.mp4

~Get Your Files Here !/40. Getting Started with Our Step by Step Attention Calculation - Zer - 1920x1080 249K.mp4

13.03 MB

41. Calculating Key Vectors - Zer - 1920x1080 349K.mp4

~Get Your Files Here !/41. Calculating Key Vectors - Zer - 1920x1080 349K.mp4

52.35 MB

42. Query Matrix Introduction - Zer - 1920x1080 293K.mp4

~Get Your Files Here !/42. Query Matrix Introduction - Zer - 1920x1080 293K.mp4

23.68 MB

43. Calculating Raw Attention Scores - Zer - 1920x1080 295K.mp4

~Get Your Files Here !/43. Calculating Raw Attention Scores - Zer - 1920x1080 295K.mp4

48.01 MB

44. Understanding the Mathematics Behind Dot Products and Vector Alignment - Zer - 1920x1080 328K.mp4

~Get Your Files Here !/44. Understanding the Mathematics Behind Dot Products and Vector Alignment - Zer - 1920x1080 328K.mp4

31.54 MB

45. Visualizing Raw Attention Scores in 2D - Zer - 1920x1080 310K.mp4

~Get Your Files Here !/45. Visualizing Raw Attention Scores in 2D - Zer - 1920x1080 310K.mp4

12.97 MB

46. Converting Raw Attention Scores to Probability Distributions with Softmax - Zer - 1920x1080 379K.mp4

~Get Your Files Here !/46. Converting Raw Attention Scores to Probability Distributions with Softmax - Zer - 1920x1080 379K.mp4

23.98 MB

47. Normalization - Zer - 1920x1080 304K.mp4

~Get Your Files Here !/47. Normalization - Zer - 1920x1080 304K.mp4

7.58 MB

48. Understanding the Value Matrix and Value Vector - Zer - 1920x1080 296K.mp4

~Get Your Files Here !/48. Understanding the Value Matrix and Value Vector - Zer - 1920x1080 296K.mp4

21.25 MB

49. Calculating the Final Context Aware Rich Representation for the Word _River_ - Zer - 1920x1080 430K.mp4

~Get Your Files Here !/49. Calculating the Final Context Aware Rich Representation for the Word _River_ - Zer - 1920x1080 430K.mp4

33.73 MB

50. Understanding the Output - Zer - 1920x1080 497K.mp4

~Get Your Files Here !/50. Understanding the Output - Zer - 1920x1080 497K.mp4

5.35 MB

51. Understanding Multi Head Attention - Zer - 1920x1080 345K.mp4

~Get Your Files Here !/51. Understanding Multi Head Attention - Zer - 1920x1080 345K.mp4

30.02 MB

52. Multi Head Attention Example and Subsequent Layers - Zer - 1920x1080 446K.mp4

~Get Your Files Here !/52. Multi Head Attention Example and Subsequent Layers - Zer - 1920x1080 446K.mp4

33.06 MB

53. Masked Language Learning - Zer - 1920x1080 164K.mp4

~Get Your Files Here !/53. Masked Language Learning - Zer - 1920x1080 164K.mp4

3.22 MB

54. Exercise Imposter Syndrome - Zer - 1920x1080 894K.mp4

~Get Your Files Here !/54. Exercise Imposter Syndrome - Zer - 1920x1080 894K.mp4

10.49 MB

55. Creating Our Custom Model Architecture with PyTorch - Zer - 1920x1080 293K.mp4

~Get Your Files Here !/55. Creating Our Custom Model Architecture with PyTorch - Zer - 1920x1080 293K.mp4

37.18 MB

56. Adding the Dropout, Linear Layer, and ReLU to Our Model - Zer - 1920x1080 317K.mp4

~Get Your Files Here !/56. Adding the Dropout, Linear Layer, and ReLU to Our Model - Zer - 1920x1080 317K.mp4

33.41 MB

57. Creating Our Accuracy Function - Zer - 1920x1080 296K.mp4

~Get Your Files Here !/57. Creating Our Accuracy Function - Zer - 1920x1080 296K.mp4

27.98 MB

58. Creating Our Train Function - Zer - 1920x1080 355K.mp4

~Get Your Files Here !/58. Creating Our Train Function - Zer - 1920x1080 355K.mp4

47.6 MB

59. Finishing Our Train Function - Zer - 1920x1080 367K.mp4

~Get Your Files Here !/59. Finishing Our Train Function - Zer - 1920x1080 367K.mp4

20.46 MB

60. Setting Up the Validation Function - Zer - 1920x1080 354K.mp4

~Get Your Files Here !/60. Setting Up the Validation Function - Zer - 1920x1080 354K.mp4

34.91 MB

61. Passing Parameters In SageMaker - Zer - 1920x1080 416K.mp4

~Get Your Files Here !/61. Passing Parameters In SageMaker - Zer - 1920x1080 416K.mp4

11.38 MB

62. Setting Up Model Parameters For Training - Zer - 1920x1080 296K.mp4

~Get Your Files Here !/62. Setting Up Model Parameters For Training - Zer - 1920x1080 296K.mp4

9.94 MB

63. Understanding The Mathematics Behind Cross Entropy Loss - Zer - 1920x1080 359K.mp4

~Get Your Files Here !/63. Understanding The Mathematics Behind Cross Entropy Loss - Zer - 1920x1080 359K.mp4

13.68 MB

64. Finishing Our Script.py File - Zer - 1920x1080 412K.mp4

~Get Your Files Here !/64. Finishing Our Script.py File - Zer - 1920x1080 412K.mp4

20.76 MB

65. Quota Increase - Zer - 1920x1080 549K.mp4

~Get Your Files Here !/65. Quota Increase - Zer - 1920x1080 549K.mp4

24.8 MB

66. Starting Our Training Job - Zer - 1920x1080 863K.mp4

~Get Your Files Here !/66. Starting Our Training Job - Zer - 1920x1080 863K.mp4

44.47 MB

67. Debugging Our Training Job With AWS CloudWatch - Zer - 1920x1080 606K.mp4

~Get Your Files Here !/67. Debugging Our Training Job With AWS CloudWatch - Zer - 1920x1080 606K.mp4

58.12 MB

68. Analyzing Our Training Job Results - Zer - 1920x1080 707K.mp4

~Get Your Files Here !/68. Analyzing Our Training Job Results - Zer - 1920x1080 707K.mp4

29.74 MB

69. Creating Our Inference Script For Our PyTorch Model - Zer - 1920x1080 324K.mp4

~Get Your Files Here !/69. Creating Our Inference Script For Our PyTorch Model - Zer - 1920x1080 324K.mp4

19.53 MB

70. Finishing Our PyTorch Inference Script - Zer - 1920x1080 365K.mp4

~Get Your Files Here !/70. Finishing Our PyTorch Inference Script - Zer - 1920x1080 365K.mp4

23.4 MB

71. Setting Up Our Deployment - Zer - 1920x1080 476K.mp4

~Get Your Files Here !/71. Setting Up Our Deployment - Zer - 1920x1080 476K.mp4

26 MB

72. Deploying Our Model To A SageMaker Endpoint - Zer - 1920x1080 631K.mp4

~Get Your Files Here !/72. Deploying Our Model To A SageMaker Endpoint - Zer - 1920x1080 631K.mp4

36.25 MB

73. Introduction to Endpoint Load Testing - Zero To Mastery Academy - 1920x1080 213K.mp4

~Get Your Files Here !/73. Introduction to Endpoint Load Testing - Zero To Mastery Academy - 1920x1080 213K.mp4

7.86 MB

74. Creating Our Test Data for Load Testing - Zero To Mastery Academy - 1920x1080 230K.mp4

~Get Your Files Here !/74. Creating Our Test Data for Load Testing - Zero To Mastery Academy - 1920x1080 230K.mp4

18.54 MB

75. Upload Testing Data to S3 - Zero To Mastery Academy - 1920x1080 715K.mp4

~Get Your Files Here !/75. Upload Testing Data to S3 - Zero To Mastery Academy - 1920x1080 715K.mp4

4.5 MB

76. Creating Our Model for Load Testing - Zero To Mastery Academy - 1920x1080 782K.mp4

~Get Your Files Here !/76. Creating Our Model for Load Testing - Zero To Mastery Academy - 1920x1080 782K.mp4

18.79 MB

77. Starting Our Load Test Job - Zero To Mastery Academy - 1920x1080 621K.mp4

~Get Your Files Here !/77. Starting Our Load Test Job - Zero To Mastery Academy - 1920x1080 621K.mp4

27.52 MB

78. Analyze Load Test Results - Zero To Mastery Academy - 1920x1080 425K.mp4

~Get Your Files Here !/78. Analyze Load Test Results - Zero To Mastery Academy - 1920x1080 425K.mp4

28.17 MB

79. Deploying Our Endpoint - Zero To Mastery Academy - 1920x1080 538K.mp4

~Get Your Files Here !/79. Deploying Our Endpoint - Zero To Mastery Academy - 1920x1080 538K.mp4

14.36 MB

80. Creating Lambda Function to Call Our Endpoint - Zero To Mastery Academy - 1920x1080 412K.mp4

~Get Your Files Here !/80. Creating Lambda Function to Call Our Endpoint - Zero To Mastery Academy - 1920x1080 412K.mp4

28.19 MB

81. Setting Up Our AWS API Gateway - Zero To Mastery Academy - 1920x1080 449K.mp4

~Get Your Files Here !/81. Setting Up Our AWS API Gateway - Zero To Mastery Academy - 1920x1080 449K.mp4

15.86 MB

82. Testing Our Model with Postman, API Gateway and Lambda - Zero To Mastery Academy - 1920x1080 518K.mp4

~Get Your Files Here !/82. Testing Our Model with Postman, API Gateway and Lambda - Zero To Mastery Academy - 1920x1080 518K.mp4

19.98 MB

83. Cleaning Up Resources - Zero To Mastery Academy - 1920x1080 421K.mp4

~Get Your Files Here !/83. Cleaning Up Resources - Zero To Mastery Academy - 1920x1080 421K.mp4

8.29 MB

84. Thank You! - Zero To Mastery Academy - 1920x1080 1046K.mp4

~Get Your Files Here !/84. Thank You! - Zero To Mastery Academy - 1920x1080 1046K.mp4

4.25 MB

AI Engineering Bootcamp Build, Train & Deploy Models with AWS SageMaker.txt

~Get Your Files Here !/AI Engineering Bootcamp Build, Train & Deploy Models with AWS SageMaker.txt

3.3 KB

Bonus Resources.txt

~Get Your Files Here !/Bonus Resources.txt

386 Bytes

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[ DevCourseWeb.com ] ZerotoMastery - AI Engineering Bootcamp - Build, Train and Deploy Models with AWS SageMaker

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