BeginnerFor Everyone8 resources
AI for Complete Beginners
What AI is, how it works, what it can and can't do. No tech needed.
8 resources · Free
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Learn AI
Free learning paths for every role — from complete beginner to expert.
- Start Learning
- Start LearningBeginnerFor Everyone10 resources
Using AI in Your Daily Work
ChatGPT, Claude, and Gemini for writing, research, summarizing, and getting things done faster.
10 resources · Free
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- Start LearningBeginnerFor Everyone6 resources
AI Tools Directory Guide
How to find, evaluate, and choose the right AI tool for any task.
6 resources · Free
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- Start LearningBeginnerFor Engineers12 resources
LLM fundamentals
Tokens, context windows, safety, and how models are trained.
12 resources · Free
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- Start LearningBeginnerFor Engineers10 resources
Prompt engineering
Few-shot, chain-of-thought, structured outputs, and evaluation.
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- Start LearningIntermediateFor Engineers14 resources
Building with APIs
Integrate OpenAI, Anthropic, and open models in production.
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- Start LearningIntermediateFor Engineers11 resources
RAG systems
Chunking, embeddings, vector stores, and retrieval quality.
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- Start LearningIntermediateFor Engineers9 resources
Evals & safety
Benchmarks, red-teaming, guardrails, and monitoring.
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- Start LearningIntermediateFor Engineers13 resources
Agents & tool use
Planning, function calling, and multi-step workflows.
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- Start LearningAdvancedFor Engineers8 resources
Fine-tuning
LoRA, adapters, instruction tuning, and when fine-tuning beats prompting.
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- Start LearningAdvancedFor Engineers10 resources
Production deployment
Latency, cost, caching, scaling, and shipping LLM features safely.
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- Start LearningBeginnerFor Engineers8 resources
AI for data science
Notebooks, pandas, evaluation, and ML workflows with foundation models.
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- Start LearningIntermediateFor Engineers15 resources🔥 Most Popular
AI Engineering Interview Prep
Everything asked in AI/ML engineering interviews at top companies. Coding, system design, and ML theory.
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- Start LearningIntermediateFor Engineers10 resources
Vector Databases & Embeddings
Pinecone, Weaviate, pgvector. How to store and search embeddings for production AI apps.
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- Start LearningAdvancedFor Engineers12 resources
LLMOps & AI Infrastructure
Deployment, monitoring, cost optimization, and scaling LLM applications in production.
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- Start LearningBeginnerFor PMs12 resourcesNew
AI Product Management 101
How to manage AI products. Understanding capabilities, setting expectations, writing PRDs for AI features, and measuring success.
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- Start LearningIntermediateFor PMs14 resources🔥 Hot
AI PM Interview Prep
How top companies interview for AI PM roles. Product sense, technical depth, and AI-specific questions from Google, Meta, OpenAI, Anthropic, Microsoft, and startups.
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- Start LearningIntermediateFor PMs8 resources
Building AI Product Roadmaps
How to prioritize AI features, deal with uncertainty, and roadmap when capabilities change fast.
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- Start LearningIntermediateFor PMs9 resources
AI Metrics & Analytics for PMs
What to measure in AI products. Accuracy, latency, user trust, hallucination rate, and business KPIs.
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- Start LearningBeginnerFor PMs7 resources
Responsible AI for Product Teams
Bias, fairness, safety, and privacy in AI products. What PMs need to know and how to ship responsibly.
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- Start LearningBeginnerFor Designers10 resources
AI UX Design Fundamentals
Designing for AI — handling uncertainty, errors, loading states, and building user trust in AI features.
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- Start LearningBeginnerFor Designers8 resources
AI Tools for Designers
Midjourney, DALL-E, Adobe Firefly, Figma AI. How designers use AI to move 10x faster.
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- Start LearningBeginnerFor Designers7 resources
Prompt Engineering for Images
How to write prompts that generate exactly the images you want. Style, composition, lighting, and advanced techniques.
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- Start LearningBeginnerFor Marketers9 resources
AI for Content & Copywriting
Use ChatGPT and Claude for blogs, social posts, email campaigns, ad copy, and SEO content at scale.
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- Start LearningIntermediateFor Marketers8 resources
AI Marketing Automation
n8n, Zapier, Make. Automate lead generation, email sequences, social posting, and reporting with AI.
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- Start LearningIntermediateFor Marketers8 resources
AI for SEO & Growth
AI-powered keyword research, content briefs, technical SEO audits, and scaling content production.
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- Start LearningBeginnerFor Business10 resources
AI Strategy for Business Leaders
How to think about AI for your business. Where to start, what to automate, how to build an AI team.
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AI for Entrepreneurs & Founders
Build AI-powered products without a big team. Tools, workflows, and strategies for lean startups.
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// career tracks
Career tracks
Everything you need to land a role in AI — interview prep, roadmaps, and what companies actually look for.
Become an AI Engineer
Popular0 → job-ready in 6 months
6 paths included
Python · LLMs · APIs · RAG · Agents
Full roadmap: what to learn, in what order, and what companies look for when hiring AI engineers.
- AI Engineer Roadmap 2025Article
- Top 50 AI Engineer Interview Questions (with answers)Article
- What Google/OpenAI/Anthropic look forArticle
- Build your AI portfolio in 30 daysGuide
Become an AI Product Manager
NewFrom PM → AI PM in 3 months
5 paths included
Product sense · AI features · Roadmapping · Metrics
What separates great AI PMs from regular PMs. The frameworks, skills, and interview tactics that work.
- AI PM Roadmap 2025Article
- Top 40 AI PM Interview Questions from Google, Meta, OpenAIArticle
- AI PM job descriptions decodedArticle
- How to build an AI product case studyGuide
AI for Data Analysts
10x your analytics with AI
4 paths included
Python · SQL · ChatGPT · Automation
Use AI to write queries, build dashboards, automate reports, and go from analyst to AI analyst.
- The AI Analyst ToolkitArticle
- Data Analyst AI interview questionsArticle
- Tools every AI analyst usesArticle
- Automate your weekly reports with AIGuide
Build AI Products Without Code
Launch your first AI product
3 paths included
n8n · Make · Bubble · Zapier · GPT
For non-developers who want to build real AI products. Automation, chatbots, workflows — no coding needed.
- No-code AI tools ranked 2025Article
- What no-code AI builders need to knowArticle
- Real no-code AI projects you can shipGuide
- Build a chatbot in 1 hour with no codeTutorial
Articles & guides
In-depth reads on breaking into AI and staying ahead.
Engineering · Interview Prep
AI Engineer Interview Questions (2025): The Complete Guide
15 min read
50+ real questions asked at Google, Meta, OpenAI, Anthropic, and top AI startups. With sample answers and what interviewers look for.
Read articleProduct · Interview Prep
AI Product Manager Interview Questions: What Top Companies Ask
12 min read
40 AI PM interview questions from Google, Meta, Microsoft, and OpenAI. Product sense, technical depth, and behavioral questions.
Read articleEngineering · Career
How to Become an AI Engineer in 2025: Complete Roadmap
10 min read
Step-by-step guide: what to learn, which projects to build, how to get your first AI role, and what the job actually looks like day-to-day.
Read articleProduct · Career
AI Product Manager Roadmap: Skills, Tools & How to Get Hired
8 min read
Everything you need to transition into AI PM. The skills gap, how to fill it fast, and how to position yourself for roles.
Read articleTools · Everyone
The Best AI Tools in 2025 by Job Role
7 min read
Engineers, PMs, designers, and marketers all use different AI tools. Here's what's actually working for each role right now.
Read articleEngineering · Technical
RAG vs Fine-tuning: When to Use Which (and Why It Matters)
9 min read
The most common question in AI engineering interviews and system design. A practical guide with real examples.
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