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00:00 - Welcome
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Classroom Contents
Fine-Tuning Qwen3 on Your Data Using Single GPU - Sentiment Analysis for Cryptocurrency Tweets
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- 1 00:00 - Welcome
- 2 00:58 - Live bootcamp sessions on MLExpert.io
- 3 01:48 - Dataset
- 4 02:57 - Notebook setup
- 5 04:18 - Loading the data and preprocessing
- 6 08:21 - Creating HuggingFace datasets including prompt
- 7 13:21 - Tokenizer
- 8 15:36 - Counting tokens
- 9 16:55 - Model loading and quantization
- 10 19:53 - LoRA configuration
- 11 20:30 - Baseline untrained model evaluation
- 12 25:43 - Training arguments and training
- 13 33:35 - Training logs review in Tensorboard
- 14 35:47 - Saving and merging the trained model
- 15 37:35 - Evaluating the trained model
- 16 41:40 - Training on completions only
- 17 44:13 - Qwen3 thinking budget
- 18 45:58 - Conclusion
