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/AI/llm-engineering-master-ai-and-large-language-models/06 - New Week 6 From Traditional ML to DL to fine-tuning a frontier model/
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001 Day 1 - Training, Datasets, and Generalizati..>
14.6 KiB
2026-03-22 14:32
001 Day 1 - Training, Datasets, and Generalizati..>
200.7 MiB
2026-03-22 14:32
001 Day 1 - Training, Datasets, and Generalizati..>
23.1 KiB
2026-03-22 14:32
001 Day 1 - Training, Datasets, and Generalizati..>
13.8 KiB
2026-03-22 14:32
002 Day 1 - Finetuning LLMs & The Price is Right..>
19.4 KiB
2026-03-22 14:32
002 Day 1 - Finetuning LLMs & The Price is Right..>
159.3 MiB
2026-03-22 14:32
002 Day 1 - Finetuning LLMs & The Price is Right..>
30.5 KiB
2026-03-22 14:32
002 Day 1 - Finetuning LLMs & The Price is Right..>
18.1 KiB
2026-03-22 14:32
003 Day 1 - Curating Datasets Finding Data Sourc..>
15.0 KiB
2026-03-22 14:32
003 Day 1 - Curating Datasets Finding Data Sourc..>
52.4 MiB
2026-03-22 14:32
003 Day 1 - Curating Datasets Finding Data Sourc..>
23.5 KiB
2026-03-22 14:32
003 Day 1 - Curating Datasets Finding Data Sourc..>
13.9 KiB
2026-03-22 14:32
004 Day 1 - Curating Amazon Data with Hugging Fa..>
19.2 KiB
2026-03-22 14:32
004 Day 1 - Curating Amazon Data with Hugging Fa..>
161.4 MiB
2026-03-22 14:32
004 Day 1 - Curating Amazon Data with Hugging Fa..>
30.3 KiB
2026-03-22 14:32
004 Day 1 - Curating Amazon Data with Hugging Fa..>
18.2 KiB
2026-03-22 14:32
005 Day 1 - Exploring Amazon Dataset Distributio..>
17.1 KiB
2026-03-22 14:32
005 Day 1 - Exploring Amazon Dataset Distributio..>
135.5 MiB
2026-03-22 14:32
005 Day 1 - Exploring Amazon Dataset Distributio..>
27.0 KiB
2026-03-22 14:32
005 Day 1 - Exploring Amazon Dataset Distributio..>
16.1 KiB
2026-03-22 14:32
006 Day 1 - Weighted Sampling with NumPy and Upl..>
18.8 KiB
2026-03-22 14:32
006 Day 1 - Weighted Sampling with NumPy and Upl..>
261.6 MiB
2026-03-22 14:32
006 Day 1 - Weighted Sampling with NumPy and Upl..>
29.3 KiB
2026-03-22 14:32
006 Day 1 - Weighted Sampling with NumPy and Upl..>
17.5 KiB
2026-03-22 14:32
007 Day 2 - Five-Step Strategy for Selecting and..>
15.5 KiB
2026-03-22 14:32
007 Day 2 - Five-Step Strategy for Selecting and..>
133.0 MiB
2026-03-22 14:32
007 Day 2 - Five-Step Strategy for Selecting and..>
24.4 KiB
2026-03-22 14:32
007 Day 2 - Five-Step Strategy for Selecting and..>
14.3 KiB
2026-03-22 14:32
008 Day 2 - The Five-Step AI Process & Productio..>
13.2 KiB
2026-03-22 14:32
008 Day 2 - The Five-Step AI Process & Productio..>
102.9 MiB
2026-03-22 14:32
008 Day 2 - The Five-Step AI Process & Productio..>
20.9 KiB
2026-03-22 14:32
008 Day 2 - The Five-Step AI Process & Productio..>
12.3 KiB
2026-03-22 14:32
009 Day 2 - Data Pre-processing with LLMs and Gr..>
14.7 KiB
2026-03-22 14:32
009 Day 2 - Data Pre-processing with LLMs and Gr..>
203.0 MiB
2026-03-22 14:32
009 Day 2 - Data Pre-processing with LLMs and Gr..>
23.0 KiB
2026-03-22 14:32
009 Day 2 - Data Pre-processing with LLMs and Gr..>
14.3 KiB
2026-03-22 14:32
010 Day 2 - Batch Processing with Groq API and J..>
17.7 KiB
2026-03-22 14:32
010 Day 2 - Batch Processing with Groq API and J..>
225.3 MiB
2026-03-22 14:32
010 Day 2 - Batch Processing with Groq API and J..>
28.1 KiB
2026-03-22 14:32
010 Day 2 - Batch Processing with Groq API and J..>
17.4 KiB
2026-03-22 14:32
011 Day 2 - Batch Processing with Groq Running 2..>
21.3 KiB
2026-03-22 14:32
011 Day 2 - Batch Processing with Groq Running 2..>
179.3 MiB
2026-03-22 14:32
011 Day 2 - Batch Processing with Groq Running 2..>
33.6 KiB
2026-03-22 14:32
011 Day 2 - Batch Processing with Groq Running 2..>
20.9 KiB
2026-03-22 14:32
012 Day 3 - Building Baseline Models with Tradit..>
17.1 KiB
2026-03-22 14:32
012 Day 3 - Building Baseline Models with Tradit..>
152.8 MiB
2026-03-22 14:32
012 Day 3 - Building Baseline Models with Tradit..>
27.0 KiB
2026-03-22 14:32
012 Day 3 - Building Baseline Models with Tradit..>
16.1 KiB
2026-03-22 14:32
013 Day 3 - Building Your First Baseline with Ra..>
18.2 KiB
2026-03-22 14:32
013 Day 3 - Building Your First Baseline with Ra..>
92.4 MiB
2026-03-22 14:32
013 Day 3 - Building Your First Baseline with Ra..>
28.3 KiB
2026-03-22 14:32
013 Day 3 - Building Your First Baseline with Ra..>
17.3 KiB
2026-03-22 14:32
014 Day 3 - Baseline Models and Linear Regressio..>
14.9 KiB
2026-03-22 14:32
014 Day 3 - Baseline Models and Linear Regressio..>
47.8 MiB
2026-03-22 14:32
014 Day 3 - Baseline Models and Linear Regressio..>
23.5 KiB
2026-03-22 14:32
014 Day 3 - Baseline Models and Linear Regressio..>
14.4 KiB
2026-03-22 14:32
015 Day 3 - Bag of Words and CountVectorizer for..>
11.3 KiB
2026-03-22 14:32
015 Day 3 - Bag of Words and CountVectorizer for..>
49.8 MiB
2026-03-22 14:32
015 Day 3 - Bag of Words and CountVectorizer for..>
17.9 KiB
2026-03-22 14:32
015 Day 3 - Bag of Words and CountVectorizer for..>
10.8 KiB
2026-03-22 14:32
016 Day 3 - Random Forest and XGBoost Ensemble M..>
15.3 KiB
2026-03-22 14:32
016 Day 3 - Random Forest and XGBoost Ensemble M..>
137.3 MiB
2026-03-22 14:32
016 Day 3 - Random Forest and XGBoost Ensemble M..>
24.2 KiB
2026-03-22 14:32
016 Day 3 - Random Forest and XGBoost Ensemble M..>
14.6 KiB
2026-03-22 14:32
017 Day 4 - Training Your First Neural Network a..>
17.6 KiB
2026-03-22 14:32
017 Day 4 - Training Your First Neural Network a..>
177.2 MiB
2026-03-22 14:32
017 Day 4 - Training Your First Neural Network a..>
27.6 KiB
2026-03-22 14:32
017 Day 4 - Training Your First Neural Network a..>
16.4 KiB
2026-03-22 14:32
018 Day 4 - Human Baseline Performance vs Machin..>
13.2 KiB
2026-03-22 14:32
018 Day 4 - Human Baseline Performance vs Machin..>
103.9 MiB
2026-03-22 14:32
018 Day 4 - Human Baseline Performance vs Machin..>
20.7 KiB
2026-03-22 14:32
018 Day 4 - Human Baseline Performance vs Machin..>
12.7 KiB
2026-03-22 14:32
019 Day 4 - Building Your First Neural Network w..>
17.6 KiB
2026-03-22 14:32
019 Day 4 - Building Your First Neural Network w..>
132.3 MiB
2026-03-22 14:32
019 Day 4 - Building Your First Neural Network w..>
26.9 KiB
2026-03-22 14:32
019 Day 4 - Building Your First Neural Network w..>
16.5 KiB
2026-03-22 14:32
020 Day 4 - Testing GPT-4o-mini and Claude Opus ..>
17.4 KiB
2026-03-22 14:32
020 Day 4 - Testing GPT-4o-mini and Claude Opus ..>
86.8 MiB
2026-03-22 14:32
020 Day 4 - Testing GPT-4o-mini and Claude Opus ..>
27.7 KiB
2026-03-22 14:32
020 Day 4 - Testing GPT-4o-mini and Claude Opus ..>
17.0 KiB
2026-03-22 14:32
021 Day 4 - Testing Gemini 3, GPT-5.1, Claude 4.5 &a..>
15.0 KiB
2026-03-22 14:32
021 Day 4 - Testing Gemini 3, GPT-5.1, Claude 4.5 &a..>
82.0 MiB
2026-03-22 14:32
021 Day 4 - Testing Gemini 3, GPT-5.1, Claude 4.5 &a..>
23.5 KiB
2026-03-22 14:32
021 Day 4 - Testing Gemini 3, GPT-5.1, Claude 4.5 &a..>
14.7 KiB
2026-03-22 14:32
022 Day 5 - Fine-Tuning OpenAI Frontier Models w..>
19.0 KiB
2026-03-22 14:32
022 Day 5 - Fine-Tuning OpenAI Frontier Models w..>
172.3 MiB
2026-03-22 14:32
022 Day 5 - Fine-Tuning OpenAI Frontier Models w..>
30.1 KiB
2026-03-22 14:32
022 Day 5 - Fine-Tuning OpenAI Frontier Models w..>
17.5 KiB
2026-03-22 14:32
023 Day 5 - Fine-Tuning GPT-4o Nano with OpenAI'..>
14.7 KiB
2026-03-22 14:32
023 Day 5 - Fine-Tuning GPT-4o Nano with OpenAI'..>
200.7 MiB
2026-03-22 14:32
023 Day 5 - Fine-Tuning GPT-4o Nano with OpenAI'..>
22.6 KiB
2026-03-22 14:32
023 Day 5 - Fine-Tuning GPT-4o Nano with OpenAI'..>
14.2 KiB
2026-03-22 14:32
024 Day 5 - Fine-Tuning GPT-4o-mini-nano Running..>
14.4 KiB
2026-03-22 14:32
024 Day 5 - Fine-Tuning GPT-4o-mini-nano Running..>
112.3 MiB
2026-03-22 14:32
024 Day 5 - Fine-Tuning GPT-4o-mini-nano Running..>
22.3 KiB
2026-03-22 14:32
024 Day 5 - Fine-Tuning GPT-4o-mini-nano Running..>
13.7 KiB
2026-03-22 14:32
025 Day 5 - Fine-Tuning Results When GPT-4o-mini..>
15.3 KiB
2026-03-22 14:32
025 Day 5 - Fine-Tuning Results When GPT-4o-mini..>
121.2 MiB
2026-03-22 14:32
025 Day 5 - Fine-Tuning Results When GPT-4o-mini..>
23.7 KiB
2026-03-22 14:32
025 Day 5 - Fine-Tuning Results When GPT-4o-mini..>
14.9 KiB
2026-03-22 14:32
026 Day 5 - When Fine-Tuning Frontier Models Fai..>
15.1 KiB
2026-03-22 14:32
026 Day 5 - When Fine-Tuning Frontier Models Fai..>
94.8 MiB
2026-03-22 14:32
026 Day 5 - When Fine-Tuning Frontier Models Fai..>
23.7 KiB
2026-03-22 14:32
026 Day 5 - When Fine-Tuning Frontier Models Fai..>
14.1 KiB
2026-03-22 14:32
027 Day 5 - Deep Neural Network Redemption 289M ..>
16.3 KiB
2026-03-22 14:32
027 Day 5 - Deep Neural Network Redemption 289M ..>
69.6 MiB
2026-03-22 14:32
027 Day 5 - Deep Neural Network Redemption 289M ..>
25.3 KiB
2026-03-22 14:32
027 Day 5 - Deep Neural Network Redemption 289M ..>
15.6 KiB
2026-03-22 14:32
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