Fine Tuning Gemini • Tools in Data Science

Tools in Data Science

Sep 2025: Tools in Data Science
System Requirements
Marks Dashboard
1. Development Tools
- Coding environments
- Editor: VS Code
- Python tools: uv
- JavaScript tools: npx
- Terminal: Bash
- Spreadsheet: Excel, Google Sheets
- Database: SQLite
- Supporting tools
- Browser: DevTools
- AI Terminal Tools: llm
- Version Control: Git, GitHub
- HTTP Requests: Curl, Postman
- Supporting formats
- Unicode
- CSS Selectors
- JSON
- Markdown
2. Deployment Tools
- Hosting services
- Static hosting: GitHub Pages
- Notebooks: Google Colab
- Serverless hosting: Vercel
- HuggingFace Spaces
- Local LLMs: Ollama
- Deployment techniques
- Images: Compression
- REST APIs
- CORS
- Tunneling: ngrok
- Containers: Docker, Podman
- CI/CD: GitHub Actions
- DevContainers: GitHub Codespaces
- Web Framework: FastAPI
- Authentication: Google Auth
3. AI Coding
- AI Coding Tools
- Vibe coding
- AI coding online
- AI coding in IDEs
- AI coding in the CLI
- AI Coding Techniques
- Code context engineering
- AI coding strategies
- Tests in AI coding
- AI coding Tools
4. Large Language Models
- Basic Usage
- Prompt engineering
- TDS TA Instructions
- TDS GPT Reviewer
- Text Processing
- LLM Sentiment Analysis
- LLM Text Extraction
- Base 64 Encoding
- Embeddings
- Embeddings
- Multimodal Embeddings
- Topic modeling
- RAG
- Vector databases
- RAG with the CLI
- Hybrid RAG with TypeSense
- Multimodal
- Vision Models
- LLM Image Generation
- LLM Speech
- LLM Applications
- Function Calling
- LLM Agents
- Pydantic AI
- LLM Evals
Project 1
5. Data Sourcing
- Spreadsheet Scraping
- Scraping with Excel
- Scraping with Google Sheets
- CLI and API Tools
- Crawling with the CLI
- BBC Weather API with Python
- Nominatim API with Python
- Wikipedia Data with Python
- Web Automation
- Scraping IMDb with JavaScript
- Web Automation with Playwright
- Document Processing
- Scraping PDFs with Tabula
- Convert PDFs to Markdown
- Convert HTML to Markdown
- AI Scraping
- LLM Website Scraping
- LLM Video Screen-Scraping
- Advanced Techniques
- Scheduled Scraping with GitHub Actions
- Scraping emarketer.com
- Scraping: Live Sessions
- Making Open Data Useful
6. Data Preparation
- Excel Preparation
- Data Cleansing in Excel
- Data Transformation in Excel
- Splitting Text in Excel
- Data Aggregation in Excel
- Command Line Tools
- Data Preparation in the Shell
- Data Preparation in the Editor
- Database Tools
- Data Preparation in DuckDB
- Data Transformation with dbt
- Specialized Tools
- Cleaning Data with OpenRefine
- Parsing JSON
- Media Processing
- Transforming Images
- Extracting Audio and Transcripts
7. Data Analysis
- Excel Analysis
- Correlation with Excel
- Regression with Excel
- Forecasting with Excel
- Outlier Detection with Excel
- Code Analysis
- Data Analysis with Python
- Data Analysis with SQL
- Database Analysis
- Data Analysis with Datasette
- Data Analysis with DuckDB
- AI Analysis
- Vibe Analysis
- Specialized Analysis
- Geospatial Analysis with Excel
- Geospatial Analysis with Python
- Geospatial Analysis with QGIS
- Network Analysis in Python
Project 2
8. Data Visualization
- Presentation Tools
- Data Storytelling
- HTML Slides: RevealJS
- Markdown Presentations: Marp
- Interactive Notebooks: Marimo
- Excel Visualization
- Visualizing Forecasts with Excel
- Static Visualization
- RAWgraphs
- Data Visualization with Seaborn
- Animated Visualization
- Visualizing Animated Data with PowerPoint
- Visualizing Animated Data with Flourish
- Network Visualization
- Visualizing Network Data with Kumu
- Actor Network Visualization
- AI Visualization
- Data Visualization with ChatGPT
- Data Storytelling with LLMs
Live sessions

Fine Tuning Gemini

Fine tuning LLMs: Gemini

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This material will likely be added in the May 2025 term. It is not part of the Jan 2025 term.

Fine tuning LLMs: Gemini