Original Reddit post

​ I’m looking to connect with someone who is genuinely interested in learning AI deeply and consistently, rather than just collecting courses, watching random YouTube videos. I’m currently working as a Product Manager / Product Business Analyst, and I want to build serious AI capabilities alongside my existing product/business background. The problem I’m facing is honestly pretty simple: I don’t learn well through completely self-paced, unstructured courses. There is an overwhelming amount of AI content out there, but no shortage of confusion about what to learn, in what order, how deeply to learn it, and when to move to the next thing. I’m looking for someone with whom I can create a structured, long-term learning journey—ideally from fundamentals all the way to advanced, practical AI. What I’d ideally like to learn Not necessarily everything at once, but progressively:

  • Python & programming fundamentals for AI
  • Mathematics needed to actually understand ML — linear algebra, probability, statistics, calculus, etc.
  • Data handling, SQL, NumPy, Pandas, visualization
  • Classical Machine Learning
  • Deep Learning & neural networks
  • NLP and Computer Vision fundamentals
  • Transformers and how modern LLMs actually work
  • Generative AI and LLM application development
  • Prompting, evaluation and AI workflows
  • Embeddings, vector databases, RAG and retrieval systems
  • Fine-tuning / model adaptation
  • AI agents and agentic workflows
  • Multimodal AI
  • AI system design and architecture
  • Model/API integration
  • Deployment, APIs, Docker, cloud and MLOps
  • AI safety, evaluation, reliability and responsible AI
  • Reading papers and understanding what is happening under the hood
  • Building real projects, not just following tutorials
  • Eventually contributing to open source / research / serious AI projects And importantly, I also want to understand how these skills translate into the real-world freelancing/consulting/product world—how to identify problems businesses will actually pay to solve, build AI solutions around them, demonstrate ROI, communicate with clients, and create a credible portfolio. My goal isn’t simply to collect certificates. I want to reach a point where I can understand AI deeply, build with it, explain it, evaluate it, and solve real problems with it. What I’m looking for in a learning partner You don’t need to be an AI PhD or already an expert. You could be:
  • A beginner who is equally serious
  • Someone already working in AI/ML
  • A developer transitioning into AI
  • A student/researcher
  • A product person interested in becoming highly technical
  • Or someone who simply wants a structured accountability partner The most important thing is consistency + curiosity + willingness to actually do the work. We could potentially:
  • Set weekly learning goals
  • Follow a structured roadmap
  • Study the same concepts
  • Discuss what we’ve learned
  • Give each other small challenges
  • Build projects together
  • Review each other’s work
  • Share useful papers/resources/tools
  • Keep each other accountable
  • Discuss what’s changing in AI
  • Eventually collaborate on real-world projects What can I bring to the table? My background in Product Management / Product Business Analysis means I can contribute on the other side of the equation too—not just technical learning. I can help with:
  • Product thinking
  • Business problem identification
  • Requirements & use cases
  • User journeys
  • Product strategy
  • Translating technical capabilities into business value
  • Evaluating whether an AI idea is actually useful
  • Structuring projects
  • Documentation and communication
  • Thinking about AI from a customer/business perspective So ideally this becomes a two-way learning relationship, rather than one person teaching and the other simply consuming information. I’m not looking for someone to spoon-feed me everything. I’m looking for someone who wants to learn, build, struggle, figure things out and grow together. If you’re also sitting there thinking “I really want to learn AI properly, but I don’t know how to structure this journey and I don’t want to do it completely alone” — feel free to comment or DM me. Would love to find 1–2 serious people rather than a huge group. Let’s see if we can turn AI learning from an overwhelming collection of courses into an actual long-term journey. submitted by /u/Complete-Piece-7501

Originally posted by u/Complete-Piece-7501 on r/ArtificialInteligence