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Step 1: Get The Basic Terms (No Coding)
- Neural Networks: Experiment with TensorFlow Playground.
- Large Language Models (LLMs): Interactive visualization at bbycroft.net/llm.
- Tokens: Try the OpenAI Tokenizer.
Step 2: Learn by Doing (No Coding)
- Prompt Engineering Guides:
- GPT-4.1 Prompting Guide
- Anthropic Prompt Engineering
- Google’s Prompt Engineering
-
Hands-On Exercises (~60 min each):
- Prototype with AI: Link
- Build a RAG chatbot (n8n, Pinecone, Lovable): Link
- Create an AI voice agent (ElevenLabs, n8n): Link
- Automate Figma to Jira: Link
- Experiment with AI agents: Link
- Write an AI PRD: Link
-
AI evaluations: Link
-
Advanced Projects (~3 hours each):
- Full-Stack App with Lovable: Link
- No-Code B2C SaaS with Stripe: Link
You Should Know:
Linux/IT Commands for AI Workflows
1. TensorFlow CLI Setup
pip install tensorflow python -c "import tensorflow as tf; print(tf.<strong>version</strong>)"
2. Running OpenAI API Locally
curl https://api.openai.com/v1/chat/completions -H "Authorization: Bearer YOUR_API_KEY" -d '{"model":"gpt-4","messages":[{"role":"user","content":"Explain AI in 50 words"}]}'
3. Automating AI Tasks with Cron
crontab -e /30 /usr/bin/python3 /path/to/your/ai_script.py
4. Docker for AI Deployment
docker pull tensorflow/tensorflow docker run -it tensorflow/tensorflow bash
5. Windows PowerShell for AI
wget "https://aka.ms/install-powershell.ps1" -OutFile install-ps.ps1 .\install-ps.ps1
What Undercode Say:
AI Product Management merges technical understanding with strategic execution. Mastering no-code tools and basic scripting (Bash/Python) accelerates prototyping. The future belongs to PMs who bridge AI theory and real-world deployment.
Prediction:
AI PM roles will demand hybrid skills—prompt engineering, no-code automation, and ethical AI governance. Certifications like AI Product Management Certification will become industry benchmarks.
Expected Output:
A structured AI learning path with verified commands, tools, and actionable steps.
Relevant URLs:
IT/Security Reporter URL:
Reported By: Pawel Huryn – Hackers Feeds
Extra Hub: Undercode MoN
Basic Verification: Pass ✅
