[OneHack.Us] ZerotoMastery - Learn Hugging Face by Building a Custom AI Model

File Name

Size

01. Introduction (Hugging Face Ecosystem and Text Classification) - Zero - 1920x1080 619K.mp4

27 MB

02. More Text Classification Examples - Zero - 1920x1080 490K.mp4

11 MB

03. What We're Going To Build! - Zero - 1920x1080 810K.mp4

35 MB

04. Getting Setup Adding Hugging Face Tokens to Google Colab - Zero - 1920x1080 868K.mp4

30 MB

05. Getting Setup Importing Necessary Libraries to Google Colab - Zero - 1920x1080 914K.mp4

52 MB

06. Downloading a Text Classification Dataset from Hugging Face Datasets - Zero - 1920x1080 818K.mp4

78 MB

07. Preparing Text Data for Use with a Model - Part 1 Turning Our Labels into Numbers - Zero - 1920x1080 661K.mp4

46 MB

08. Preparing Text Data for Use with a Model - Part 2 Creating Train and Test Sets - Zero - 1920x1080 582K.mp4

20 MB

09. Preparing Text Data for Use with a Model - Part 3 Getting a Tokenizer - Zero - 1920x1080 892K.mp4

65 MB

10. Preparing Text Data for Use with a Model - Part 4 Exploring Our Tokenizer - Zero - 1920x1080 700K.mp4

41 MB

11. Preparing Text Data for Use with a Model - Part 5 Creating a Function to Tokenize Our Data - Zero - 1920x1080 883K.mp4

91 MB

12. Setting Up an Evaluation Metric (to measure how well our model performs) - Zero - 1920x1080 788K.mp4

39 MB

13. Introduction to Transfer Learning (a powerful technique to get good results quickly) - Zero - 1920x1080 780K.mp4

30 MB

14. Model Training - Part 1 Setting Up a Pretrained Model from the Hugging Face Hub - Zero - 1920x1080 1022K.mp4

72 MB

15. Model Training - Part 2 Counting the Parameters in Our Model - Zero - 1920x1080 903K.mp4

74 MB

16. Model Training - Part 3 Creating a Folder to Save Our Model - Zero - 1920x1080 856K.mp4

19 MB

17. Model Training - Part 4 Setting Up Our Training Arguments with TrainingArguments - Zero - 1920x1080 1233K.mp4

111 MB

18. Model Training - Part 5 Setting Up an Instance of Trainer with Hugging Face Transformers - Zero - 1920x1080 1119K.mp4

34 MB

19. Model Training - Part 6 Training Our Model and Fixing Errors Along the Way - Zero - 1920x1080 933K.mp4

72 MB

20. Model Training - Part 7 Inspecting Our Models Loss Curves - Zero - 1920x1080 807K.mp4

67 MB

21. Model Training - Part 8 Uploading Our Model to the Hugging Face Hub - Zero - 1920x1080 1009K.mp4

48 MB

22. Making Predictions on the Test Data with Our Trained Model - Zero - 1920x1080 865K.mp4

29 MB

23. Turning Our Predictions into Prediction Probabilities with PyTorch - Zero - 1920x1080 839K.mp4

57 MB

24. Sorting Our Model's Predictions by Their Probability - Zero - 1920x1080 651K.mp4

18 MB

25. Performing Inference - Part 1 Discussing Our Options - Zero - 1920x1080 807K.mp4

41 MB

26. Performing Inference - Part 2 Using a Transformers Pipeline (one sample at a time) - Zero - 1920x1080 890K.mp4

52 MB

27. Performing Inference - Part 3 Using a Transformers Pipeline on Multiple Samples at a Time (Batching) - Zero - 1920x1080 1160K.mp4

43 MB

28. Performing Inference - Part 4 Running Speed Tests to Compare One at a Time vs. Batched Predictions - Zero - 1920x1080 826K.mp4

46 MB

29. Performing Inference - Part 5 Performing Inference with PyTorch - Zero - 1920x1080 851K.mp4

61 MB

30. OPTIONAL - Putting It All Together from Data Loading, to Model Training, to making Predictions on Custom Data - Zero - 1920x1080 848K.mp4

161 MB

31. Turning Our Model into a Demo - Part 1 Gradio Overview - Zero - 1920x1080 997K.mp4

24 MB

32. Turning Our Model into a Demo - Part 2 Building a Function to Map Inputs to Outputs - Zero - 1920x1080 684K.mp4

26 MB

33. Turning Our Model into a Demo - Part 3 Getting Our Gradio Demo Running Locally - Zero - 1920x1080 777K.mp4

30 MB

34. Making Our Demo Publicly Accessible - Part 1 Introduction to Hugging Face Spaces and Creating a Demos Directory - Zero - 1920x1080 650K.mp4

30 MB

35. Making Our Demo Publicly Accessible - Part 2 Creating an App File - Zero - 1920x1080 980K.mp4

69 MB

36. Making Our Demo Publicly Accessible - Part 3 Creating a README File - Zero - 1920x1080 820K.mp4

34 MB

37. Making Our Demo Publicly Accessible - Part 4 Making a Requirements File - Zero - 1920x1080 872K.mp4

18 MB

38. Making Our Demo Publicly Accessible - Part 5 Uploading Our Demo to Hugging Face Spaces and Making it Publicly Available - Zero - 1920x1080 940K.mp4

100 MB

39. Summary Exercises and Extensions - Zero - 1920x1080 1213K.mp4

58 MB

OneHack.Us - Free Tutorials, Guides, Courses, Community Forum & more!.txt

130 B

Onehack.us - Together we learn!.url

246 B