Welcome to the Data Science & AI section of dasarpAI. Whether you are learning a new topic, preparing for interviews, or setting up tools on your machine, the paths below group related articles so you can start with a clear goal rather than browsing the full archive.
Curated learning paths—updated periodically when we add a major hub, series, or tool track. New posts still appear in All Data Science posts, tags, and categories; this page highlights where to begin.
If you want to run LLMs locally#
A practical sequence: install Ollama, then optional setup on WSL2 or Docker.
- Exploring Ollama & LM Studio — what Ollama is, install, models, LangChain
- Ollama Setup and Running Models — step-by-step local LLM workflow
- Exploring Ollama Models Location on WSL2 — Windows + WSL paths and tips
- Integrating Ollama with OpenWebUI — chat UI on top of local models
- Dev Environment with Windows 11, WSL2 and Docker — full stack for DS work on Windows
Resource hubs#
Curated collections of books, cheatsheets, tools, videos, and papers—helpful for learning, interview prep, and day-to-day reference.
| Hub | Best for |
|---|---|
| Data Science, AI & ML Books (800+ PDFs) | Free textbooks, handbooks, papers |
| Data Science Cheatsheets | Quick-reference sheets |
| Best YouTube Channels for DS/AI | Video learning |
| DS/AI Interview Resources | Interview prep |
| AI Resources — tools by category | Tool directories (job search, dev, business) |
| Important AI Papers | Research paper index |
| All DSR resource roundups | Full catalog of link lists |
Tutorials and explainers#
Foundational articles on key ideas in machine learning and AI.
| Topic | Article |
|---|---|
| GAN diagram | What is GAN Architecture? |
| 7 types of technology | Types of Technologies |
| Transformers | What are Transformers in AI? |
| LLM basics | What is LLM? |
| Prompt engineering | Introduction to Prompt Engineering |
| DevOps vs MLOps vs DataOps | Demystifying DevOps, MLOps and DataOps |
Multi-part series (read in order)#
Human Skills, AI-Expanded#
For leaders who want to use AI thoughtfully while keeping sound judgment:
- Leaders’ Human Skills and AI: What Stays Yours
- AI for Project and Program Leaders
- Agentic AI for Business Leaders
- The AI Leadership Playbook — see series index
Learning Quantum Physics (math + intuition)#
Enterprise data storage#
Browse everything#
Hashtags#
#DataScience #MachineLearning #ArtificialIntelligence #LearningPath #Ollama #LocalLLM #AIResources #StartHere #DasarpAI
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