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

1. 01. Introduction (Hugging Face Ecosystem and Text Classification) - Zero - 1920x1080 619K.mp426.75MB
2. 02. More Text Classification Examples - Zero - 1920x1080 490K.mp411.42MB
3. 03. What We're Going To Build! - Zero - 1920x1080 810K.mp434.56MB
4. 04. Getting Setup Adding Hugging Face Tokens to Google Colab - Zero - 1920x1080 868K.mp430.28MB
5. 05. Getting Setup Importing Necessary Libraries to Google Colab - Zero - 1920x1080 914K.mp452.18MB
6. 06. Downloading a Text Classification Dataset from Hugging Face Datasets - Zero - 1920x1080 818K.mp478.04MB
7. 07. Preparing Text Data for Use with a Model - Part 1 Turning Our Labels into Numbers - Zero - 1920x1080 661K.mp446.31MB
8. 08. Preparing Text Data for Use with a Model - Part 2 Creating Train and Test Sets - Zero - 1920x1080 582K.mp420.04MB
9. 09. Preparing Text Data for Use with a Model - Part 3 Getting a Tokenizer - Zero - 1920x1080 892K.mp464.63MB
10. 10. Preparing Text Data for Use with a Model - Part 4 Exploring Our Tokenizer - Zero - 1920x1080 700K.mp441.24MB
11. 11. Preparing Text Data for Use with a Model - Part 5 Creating a Function to Tokenize Our Data - Zero - 1920x1080 883K.mp490.74MB
12. 12. Setting Up an Evaluation Metric (to measure how well our model performs) - Zero - 1920x1080 788K.mp439.17MB
13. 13. Introduction to Transfer Learning (a powerful technique to get good results quickly) - Zero - 1920x1080 780K.mp430.3MB
14. 14. Model Training - Part 1 Setting Up a Pretrained Model from the Hugging Face Hub - Zero - 1920x1080 1022K.mp472.49MB
15. 15. Model Training - Part 2 Counting the Parameters in Our Model - Zero - 1920x1080 903K.mp474.46MB
16. 16. Model Training - Part 3 Creating a Folder to Save Our Model - Zero - 1920x1080 856K.mp418.92MB
17. 17. Model Training - Part 4 Setting Up Our Training Arguments with TrainingArguments - Zero - 1920x1080 1233K.mp4111.07MB
18. 18. Model Training - Part 5 Setting Up an Instance of Trainer with Hugging Face Transformers - Zero - 1920x1080 1119K.mp433.94MB
19. 19. Model Training - Part 6 Training Our Model and Fixing Errors Along the Way - Zero - 1920x1080 933K.mp472.15MB
20. 20. Model Training - Part 7 Inspecting Our Models Loss Curves - Zero - 1920x1080 807K.mp466.56MB
21. 21. Model Training - Part 8 Uploading Our Model to the Hugging Face Hub - Zero - 1920x1080 1009K.mp448.12MB
22. 22. Making Predictions on the Test Data with Our Trained Model - Zero - 1920x1080 865K.mp429.18MB
23. 23. Turning Our Predictions into Prediction Probabilities with PyTorch - Zero - 1920x1080 839K.mp456.84MB
24. 24. Sorting Our Model's Predictions by Their Probability - Zero - 1920x1080 651K.mp417.87MB
25. 25. Performing Inference - Part 1 Discussing Our Options - Zero - 1920x1080 807K.mp440.98MB
26. 26. Performing Inference - Part 2 Using a Transformers Pipeline (one sample at a time) - Zero - 1920x1080 890K.mp451.91MB
27. 27. Performing Inference - Part 3 Using a Transformers Pipeline on Multiple Samples at a Time (Batching) - Zero - 1920x1080 1160K.mp443.34MB
28. 28. Performing Inference - Part 4 Running Speed Tests to Compare One at a Time vs. Batched Predictions - Zero - 1920x1080 826K.mp446.23MB
29. 29. Performing Inference - Part 5 Performing Inference with PyTorch - Zero - 1920x1080 851K.mp460.81MB
30. 30. OPTIONAL - Putting It All Together from Data Loading, to Model Training, to making Predictions on Custom Data - Zero - 1920x1080 848K.mp4160.75MB
31. 31. Turning Our Model into a Demo - Part 1 Gradio Overview - Zero - 1920x1080 997K.mp424.09MB
32. 32. Turning Our Model into a Demo - Part 2 Building a Function to Map Inputs to Outputs - Zero - 1920x1080 684K.mp425.96MB
33. 33. Turning Our Model into a Demo - Part 3 Getting Our Gradio Demo Running Locally - Zero - 1920x1080 777K.mp430MB
34. 34. Making Our Demo Publicly Accessible - Part 1 Introduction to Hugging Face Spaces and Creating a Demos Directory - Zero - 1920x1080 650K.mp430.09MB
35. 35. Making Our Demo Publicly Accessible - Part 2 Creating an App File - Zero - 1920x1080 980K.mp469.01MB
36. 36. Making Our Demo Publicly Accessible - Part 3 Creating a README File - Zero - 1920x1080 820K.mp433.92MB
37. 37. Making Our Demo Publicly Accessible - Part 4 Making a Requirements File - Zero - 1920x1080 872K.mp418.46MB
38. 38. Making Our Demo Publicly Accessible - Part 5 Uploading Our Demo to Hugging Face Spaces and Making it Publicly Available - Zero - 1920x1080 940K.mp4100.44MB
39. 39. Summary Exercises and Extensions - Zero - 1920x1080 1213K.mp457.66MB