Causal representation and reasoning. Using causal models to better analyse search behaviour

Joined January 2014
22 Photos and videos
Dateme Tamuno retweeted
People think learning Claude takes days. It doesn't. I wrote 17 free guides that teach it in hours: Claude 101: ruben.substack.com/p/claude-… Claude Code: ruben.substack.com/p/claude-… Claude Skills: ruben.substack.com/p/claude-… Claude Connectors: ruben.substack.com/p/claude-… Claude for Excel: ruben.substack.com/p/how-to-… How to Prompt: ruben.substack.com/p/prompt-… Claude Certificates: ruben.substack.com/p/youre-j… Claude for your team: ruben.substack.com/p/claude-… Stop Prompting Claude: ruben.substack.com/p/stop-pr… AI Slides (PPT in 2026): ruben.substack.com/p/powerpo… Claude Design: ruben.substack.com/p/claude-… Set up Claude Cowork: ruben.substack.com/p/claude-… Claude to sound like you: ruben.substack.com/p/youre-j… Stop writing like AI: ruben.substack.com/p/its-not… Claude as your computer: ruben.substack.com/p/claude-… Claude Cowork Project: ruben.substack.com/p/claude-… Stop hitting Claude limits: ruben.substack.com/p/how-to-… ___ 1. Save this list for later (three dots, top right). 2. Share it with a friend by ♻️ reposting this image. 3. Subscribe to my free newsletter: how-to-ai.guide.
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Dateme Tamuno retweeted
Want to become a Claude Certified Architect in 6 weeks? 🚀 Here’s a simple roadmap to go from beginner → builder → certified 👇 📅 Week 1 — Learn the Basics Master the essentials: • Claude API • MCP (Model Context Protocol) • Claude Code • Claude fundamentals 📅 Week 2 — Build Real Projects Stop watching tutorials. Start shipping: • Apps with Claude Code • AI agents APIs • MCP workflows & integrations 📅 Week 3 — Study the Exam Understand what matters: • Real-world case studies • 5 important domains • Skills tested in the exam 📅 Week 4 — Advanced Practice Level up your projects: • Multi-agent systems • Team collaboration workflows • Research automation pipelines 📅 Week 5 — Mock Tests Train under pressure: • Practice exams • Analyze weak areas • Aim for 850 /1000 📅 Week 6 — Certification Time Take the real exam. One attempt. One goal. 🏆 ❤️ Like 🔁 Repost 🔖 Save for later Follow for more AI learning content ⚡
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Dateme Tamuno retweeted
🚨Anthropic just showed a 30-minute workshop on how actually to use prompts for Claude. Free. No registration. No paywall. I've seen $300 courses that don't cover what they teach in the first 8 minutes. Watch it and bookmark it now.
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Dateme Tamuno retweeted
Instead of watching Netflix tonight, dedicate two hours to this comprehensive Claude AI course. It will teach you how to build and automate virtually anything. Those who invest the time will wake up tomorrow with a valuable new skill. Watch it now and bookmark for future reference.
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A great paper on context engineering in LLMs. With Bayesian context inference, AI agents can update their beliefs of the contexts such as memory, previous conversations, user domain after encountering a new query. arxiv.org/pdf/2507.13334

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Dateme Tamuno retweeted
🚨 Arsenal in advanced talks with Sporting Lisbon over deal to sign Viktor Gyokeres. Transfer fee discussions continue but personal terms in place on 5yr contract. 27yo #SportingCP striker only wants #AFC. Arteta pushing for swift conclusion @TheAthleticFC nytimes.com/athletic/6242299…
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27 Jun 2025
The search journey is not linear but dynamic, contextual and uncertain. Users can not simply be plotted along the stages of awareness, consideration, conversion & advocacy. Human behavioural models that are intellectually robust are required to make sense of the search journey
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25 Jun 2025
There is more to a query than surface lexical clustering and oversimplified intent classifications.
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12 May 2025
Human behavior is not linear and search intent cannot be simplified into buckets of informational, navigational, commercial amd transactional. Search intent is dynamic, has temporal dependencies and should be modelled with degree of uncertainties
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12 May 2025
Topical authority helps you understand what people are searching for and how to throughly provide coverage. Semantic authority is beneficial in understanding the "why" behind searches and catering to the temporal & dynamic nature of search intents.
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21 Mar 2025
Insight isn't just about finding answers to questions it's about generating new questions and exploring why those questions arise in the first place. That's a key benefit of being a model-driven rather than purely a dsta-driven marketer.
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Dateme Tamuno retweeted
Decrease the time between having an idea and getting it done. Money loves speed. Poverty loves waiting.
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Dateme Tamuno retweeted
Underrated truth… first you just do it, then you do it well.
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15 Apr 2024
Keyword is fundamental to a detailed search analysis. Topics are important in grouping content around themes. Concepts have a place in search and can be applied in areas such as user intent mining, content gap analysis, keyword research, search volume forecasting e.t.c #SEO
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Dateme Tamuno retweeted
18 Feb 2024
Replying to @yudapearl
State of the world at time t: s(t) Imagined action taken at time t: a(t) Causal prediction: s(t 1) = g(s(t),a(t)) where g() is the world model. Such a *causal* world models enables planning. There are other types, e.g. retrodiction: s(t-1) = g(s(t),a(t))
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Dateme Tamuno retweeted
2 May 2023
New paper: On the unreasonable effectiveness of LLMs for causal inference. GPT4 achieves new SoTA on a wide range of causal tasks: graph discovery (97%, 13 pts gain), counterfactual reasoning (92%, 20 pts gain) & actual causality. How is this possible?🧵 arxiv.org/abs/2305.00050
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Dateme Tamuno retweeted
27 Feb 2023
Goodness highness! Nature has discovered causality nature.com/articles/d41586-0… We should soon expect a flood of machine learning folks asking: What is it? BTW, I didn't tell them, but the book I'm holding in the picture is the first printing (1763) of Bayes paper on Bayes Rule.

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Dateme Tamuno retweeted
23 Feb 2023
Replying to @leonpalafox
The next book after #Bookofwhy would be Primer bayes.cs.ucla.edu/PRIMER/ Individual chapters can be accessed on the web page. And, if you seek an even more formal text, with the full power and beauty of the causal revolution, see CAUSALITY bayes.cs.ucla.edu/BOOK-2K/

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