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/AI/llm-engineering-master-ai-and-large-language-models/07 - New Week 7 - Fine-tuned open-source model to compete with Frontier model/
File Name
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File Size
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Date
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Parent directory/
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001 Day 1 - Introduction to QLoRA for Fine-Tunin..>
11.8 KiB
2026-03-22 14:32
001 Day 1 - Introduction to QLoRA for Fine-Tunin..>
142.8 MiB
2026-03-22 14:32
001 Day 1 - Introduction to QLoRA for Fine-Tunin..>
18.6 KiB
2026-03-22 14:32
001 Day 1 - Introduction to QLoRA for Fine-Tunin..>
11.2 KiB
2026-03-22 14:32
002 Day 1 - LoRA Training LLaMA 3.2 with Low-Ran..>
12.6 KiB
2026-03-22 14:32
002 Day 1 - LoRA Training LLaMA 3.2 with Low-Ran..>
29.2 MiB
2026-03-22 14:32
002 Day 1 - LoRA Training LLaMA 3.2 with Low-Ran..>
19.8 KiB
2026-03-22 14:32
002 Day 1 - LoRA Training LLaMA 3.2 with Low-Ran..>
11.7 KiB
2026-03-22 14:32
003 Day 1 - LoRA Hyperparameters and QLoRA Quant..>
17.5 KiB
2026-03-22 14:32
003 Day 1 - LoRA Hyperparameters and QLoRA Quant..>
73.9 MiB
2026-03-22 14:32
003 Day 1 - LoRA Hyperparameters and QLoRA Quant..>
27.3 KiB
2026-03-22 14:32
003 Day 1 - LoRA Hyperparameters and QLoRA Quant..>
16.5 KiB
2026-03-22 14:32
004 Day 1 - Setting Up Google Colab and Explorin..>
22.5 KiB
2026-03-22 14:32
004 Day 1 - Setting Up Google Colab and Explorin..>
168.0 MiB
2026-03-22 14:32
004 Day 1 - Setting Up Google Colab and Explorin..>
35.6 KiB
2026-03-22 14:32
004 Day 1 - Setting Up Google Colab and Explorin..>
21.2 KiB
2026-03-22 14:32
005 Day 1 - Loading Models with 8-bit and 4-bit ..>
16.5 KiB
2026-03-22 14:32
005 Day 1 - Loading Models with 8-bit and 4-bit ..>
135.4 MiB
2026-03-22 14:33
005 Day 1 - Loading Models with 8-bit and 4-bit ..>
25.5 KiB
2026-03-22 14:32
005 Day 1 - Loading Models with 8-bit and 4-bit ..>
15.6 KiB
2026-03-22 14:32
006 Day 1 - LoRA Parameter Calculations and Mode..>
13.0 KiB
2026-03-22 14:32
006 Day 1 - LoRA Parameter Calculations and Mode..>
119.8 MiB
2026-03-22 14:33
006 Day 1 - LoRA Parameter Calculations and Mode..>
20.4 KiB
2026-03-22 14:32
006 Day 1 - LoRA Parameter Calculations and Mode..>
12.1 KiB
2026-03-22 14:32
007 Day 2 - Preparing Your Dataset for Fine-Tuni..>
16.4 KiB
2026-03-22 14:32
007 Day 2 - Preparing Your Dataset for Fine-Tuni..>
133.9 MiB
2026-03-22 14:33
007 Day 2 - Preparing Your Dataset for Fine-Tuni..>
25.5 KiB
2026-03-22 14:32
007 Day 2 - Preparing Your Dataset for Fine-Tuni..>
15.5 KiB
2026-03-22 14:32
008 Day 2 - Fine-Tuning Data Prep Rounding Price..>
19.6 KiB
2026-03-22 14:32
008 Day 2 - Fine-Tuning Data Prep Rounding Price..>
153.3 MiB
2026-03-22 14:33
008 Day 2 - Fine-Tuning Data Prep Rounding Price..>
31.0 KiB
2026-03-22 14:33
008 Day 2 - Fine-Tuning Data Prep Rounding Price..>
18.6 KiB
2026-03-22 14:33
009 Day 2 - Preparing Hugging Face Datasets and ..>
16.8 KiB
2026-03-22 14:33
009 Day 2 - Preparing Hugging Face Datasets and ..>
216.6 MiB
2026-03-22 14:33
009 Day 2 - Preparing Hugging Face Datasets and ..>
25.9 KiB
2026-03-22 14:33
009 Day 2 - Preparing Hugging Face Datasets and ..>
16.2 KiB
2026-03-22 14:33
010 Day 2 - Base Models vs Chat Models Understan..>
17.6 KiB
2026-03-22 14:33
010 Day 2 - Base Models vs Chat Models Understan..>
145.0 MiB
2026-03-22 14:33
010 Day 2 - Base Models vs Chat Models Understan..>
27.7 KiB
2026-03-22 14:33
010 Day 2 - Base Models vs Chat Models Understan..>
16.7 KiB
2026-03-22 14:33
011 Day 3 - Fine-Tuning Hyperparameters QLoRA Se..>
17.0 KiB
2026-03-22 14:33
011 Day 3 - Fine-Tuning Hyperparameters QLoRA Se..>
134.3 MiB
2026-03-22 14:33
011 Day 3 - Fine-Tuning Hyperparameters QLoRA Se..>
26.4 KiB
2026-03-22 14:33
011 Day 3 - Fine-Tuning Hyperparameters QLoRA Se..>
15.8 KiB
2026-03-22 14:33
012 Day 3 - Learning Rate, Optimizers, and Train..>
16.6 KiB
2026-03-22 14:33
012 Day 3 - Learning Rate, Optimizers, and Train..>
35.4 MiB
2026-03-22 14:33
012 Day 3 - Learning Rate, Optimizers, and Train..>
25.9 KiB
2026-03-22 14:33
012 Day 3 - Learning Rate, Optimizers, and Train..>
15.5 KiB
2026-03-22 14:33
013 Day 3 - Setting Up Training Hyperparameters,..>
23.5 KiB
2026-03-22 14:33
013 Day 3 - Setting Up Training Hyperparameters,..>
105.7 MiB
2026-03-22 14:33
013 Day 3 - Setting Up Training Hyperparameters,..>
37.1 KiB
2026-03-22 14:33
013 Day 3 - Setting Up Training Hyperparameters,..>
22.8 KiB
2026-03-22 14:33
014 Day 3 - Setting Up Weights & Biases and the ..>
14.6 KiB
2026-03-22 14:33
014 Day 3 - Setting Up Weights & Biases and the ..>
77.3 MiB
2026-03-22 14:33
014 Day 3 - Setting Up Weights & Biases and the ..>
22.9 KiB
2026-03-22 14:33
014 Day 3 - Setting Up Weights & Biases and the ..>
14.1 KiB
2026-03-22 14:33
015 Day 3 - Running Fine-Tuning with TRL and Mon..>
15.2 KiB
2026-03-22 14:33
015 Day 3 - Running Fine-Tuning with TRL and Mon..>
123.5 MiB
2026-03-22 14:33
015 Day 3 - Running Fine-Tuning with TRL and Mon..>
23.7 KiB
2026-03-22 14:33
015 Day 3 - Running Fine-Tuning with TRL and Mon..>
14.6 KiB
2026-03-22 14:33
016 Day 4 - Monitoring Your Fine-Tuning Run with..>
18.0 KiB
2026-03-22 14:33
016 Day 4 - Monitoring Your Fine-Tuning Run with..>
143.5 MiB
2026-03-22 14:33
016 Day 4 - Monitoring Your Fine-Tuning Run with..>
27.5 KiB
2026-03-22 14:33
016 Day 4 - Monitoring Your Fine-Tuning Run with..>
17.2 KiB
2026-03-22 14:33
017 Day 4 - Full Dataset Training on Google Cola..>
15.9 KiB
2026-03-22 14:33
017 Day 4 - Full Dataset Training on Google Cola..>
128.9 MiB
2026-03-22 14:33
017 Day 4 - Full Dataset Training on Google Cola..>
25.0 KiB
2026-03-22 14:33
017 Day 4 - Full Dataset Training on Google Cola..>
15.2 KiB
2026-03-22 14:33
018 Day 4 - Monitoring Training Loss and Learnin..>
14.0 KiB
2026-03-22 14:33
018 Day 4 - Monitoring Training Loss and Learnin..>
118.2 MiB
2026-03-22 14:33
018 Day 4 - Monitoring Training Loss and Learnin..>
21.8 KiB
2026-03-22 14:33
018 Day 4 - Monitoring Training Loss and Learnin..>
13.3 KiB
2026-03-22 14:33
019 Day 4 - Analyzing Weights & Biases Results a..>
16.6 KiB
2026-03-22 14:33
019 Day 4 - Analyzing Weights & Biases Results a..>
214.8 MiB
2026-03-22 14:33
019 Day 4 - Analyzing Weights & Biases Results a..>
26.1 KiB
2026-03-22 14:33
019 Day 4 - Analyzing Weights & Biases Results a..>
16.2 KiB
2026-03-22 14:33
020 Day 4 - Managing Runs in Weights & Biases an..>
8.7 KiB
2026-03-22 14:33
020 Day 4 - Managing Runs in Weights & Biases an..>
80.0 MiB
2026-03-22 14:33
020 Day 4 - Managing Runs in Weights & Biases an..>
13.7 KiB
2026-03-22 14:33
020 Day 4 - Managing Runs in Weights & Biases an..>
8.2 KiB
2026-03-22 14:33
021 Day 5 - Results Day Running Inference on Fin..>
12.0 KiB
2026-03-22 14:33
021 Day 5 - Results Day Running Inference on Fin..>
156.5 MiB
2026-03-22 14:33
021 Day 5 - Results Day Running Inference on Fin..>
18.5 KiB
2026-03-22 14:33
021 Day 5 - Results Day Running Inference on Fin..>
11.1 KiB
2026-03-22 14:33
022 Day 5 - Cross-Entropy Loss How LLMs Calculat..>
13.6 KiB
2026-03-22 14:33
022 Day 5 - Cross-Entropy Loss How LLMs Calculat..>
46.5 MiB
2026-03-22 14:33
022 Day 5 - Cross-Entropy Loss How LLMs Calculat..>
21.0 KiB
2026-03-22 14:33
022 Day 5 - Cross-Entropy Loss How LLMs Calculat..>
12.5 KiB
2026-03-22 14:33
023 Day 5 - Testing Our Fine-Tuned LoRA Model Ag..>
10.1 KiB
2026-03-22 14:33
023 Day 5 - Testing Our Fine-Tuned LoRA Model Ag..>
77.5 MiB
2026-03-22 14:33
023 Day 5 - Testing Our Fine-Tuned LoRA Model Ag..>
15.8 KiB
2026-03-22 14:33
023 Day 5 - Testing Our Fine-Tuned LoRA Model Ag..>
10.0 KiB
2026-03-22 14:33
024 Day 5 - Fine-Tuned LLaMA 3.2 Crushes GPT-5.1..>
14.1 KiB
2026-03-22 14:33
024 Day 5 - Fine-Tuned LLaMA 3.2 Crushes GPT-5.1..>
79.9 MiB
2026-03-22 14:33
024 Day 5 - Fine-Tuned LLaMA 3.2 Crushes GPT-5.1..>
22.2 KiB
2026-03-22 14:33
024 Day 5 - Fine-Tuned LLaMA 3.2 Crushes GPT-5.1..>
13.8 KiB
2026-03-22 14:33
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