Practical LLMs for Modern Data Science
File List
| File | Size |
|---|---|
| Get Bonus Downloads Here.url | 180 B |
| ~Get Your Files Here !/01. Introduction Get Productive Fast/01. How LLMs fit into data science.mp4 | 4.64 MB |
| ~Get Your Files Here !/01. Introduction Get Productive Fast/02. Building your first LLM helper From prompt to inspectable Python code.mp4 | 12.38 MB |
| ~Get Your Files Here !/02. 1. Exploratory Data Analysis Helpers/01. Generate an EDA summary helper.mp4 | 21.46 MB |
| ~Get Your Files Here !/02. 1. Exploratory Data Analysis Helpers/02. Extend the EDA helper with visual diagnostics.mp4 | 18.99 MB |
| ~Get Your Files Here !/02. 1. Exploratory Data Analysis Helpers/03. Validate and refine EDA helper outputs.mp4 | 3.44 MB |
| ~Get Your Files Here !/03. 2. Preprocessing Helpers/01. Build a data cleaning helper.mp4 | 22.88 MB |
| ~Get Your Files Here !/03. 2. Preprocessing Helpers/02. Create a feature encoding and scaling helper.mp4 | 22.89 MB |
| ~Get Your Files Here !/03. 2. Preprocessing Helpers/03. Combine preprocessing helpers into a reusable pipeline.mp4 | 8.31 MB |
| ~Get Your Files Here !/04. 3. Modeling Helpers/01. Build a baseline classification helper.mp4 | 18.43 MB |
| ~Get Your Files Here !/04. 3. Modeling Helpers/02. Build a regression modeling helper.mp4 | 6.74 MB |
| ~Get Your Files Here !/04. 3. Modeling Helpers/03. Refine and customize model helpers.mp4 | 1.81 MB |
| ~Get Your Files Here !/05. 4. Evaluation Helpers/01. Build a classification evaluation helper.mp4 | 11.18 MB |
| ~Get Your Files Here !/05. 4. Evaluation Helpers/02. Build a regression evaluation helper.mp4 | 6.4 MB |
| ~Get Your Files Here !/05. 4. Evaluation Helpers/03. Validate model performance with baselines.mp4 | 1.44 MB |
| ~Get Your Files Here !/06. 5. Judgment, Control, and Responsible Use/01. Make LLM helpers auditable and reproducible.mp4 | 14.39 MB |
| ~Get Your Files Here !/06. 5. Judgment, Control, and Responsible Use/02. Run helpers with local or privacy-preserving LLMs.mp4 | 9.34 MB |
| ~Get Your Files Here !/07. 6. End-to-End Application/01. Run the full helper-based workflow.mp4 | 7.33 MB |
| ~Get Your Files Here !/07. 6. End-to-End Application/02. Stress-testing helpers on a new dataset.mp4 | 10.75 MB |
| ~Get Your Files Here !/08. 7. Wrap-Up and Next Steps/01. Patterns for building your own LLM helpers.mp4 | 2.09 MB |
| ~Get Your Files Here !/Bonus Resources.txt | 70 B |
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