# \#ideation **URL:** https://community.deeplearning.ai/tag/ideation/125.md [Latest](https://community.deeplearning.ai/latest.md) · [Categories](https://community.deeplearning.ai/categories.md) · [Tags](https://community.deeplearning.ai/tags.md) --- ## [W2A2: LR for NN Dataset - Copilot Summary ala Feynman Lecture](https://community.deeplearning.ai/t/w2a2-lr-for-nn-dataset-copilot-summary-ala-feynman-lecture/893056)
**Author:** [@mbt\_1043](https://community.deeplearning.ai/u/mbt_1043)\ **Replies:** 0\ **Last updated:** [June 24, 2026, 6:55am UTC](https://community.deeplearning.ai/t/w2a2-lr-for-nn-dataset-copilot-summary-ala-feynman-lecture/893056 "2026-06-24T06:55:59Z")
Just tried to get Copilot to share a summary of W2A2 LR for NN Dataset – as if Richard Feynman were explaining it to a room full of students :slight\_smile: For anybody else needing a way to help wrap his/her head around… --- ## [Unique Idea for Learning Concepts. Learn as per your "capabilities"/"Speed"](https://community.deeplearning.ai/t/unique-idea-for-learning-concepts-learn-as-per-your-capabilities-speed/891800)
**Author:** [@Prashant\_Mishra4](https://community.deeplearning.ai/u/Prashant_Mishra4)\ **Replies:** 0\ **Last updated:** [April 26, 2026, 11:15pm UTC](https://community.deeplearning.ai/t/unique-idea-for-learning-concepts-learn-as-per-your-capabilities-speed/891800 "2026-04-26T23:15:02Z")
First of all : Sorry for my garammatical errors, because I haven’t pasted my “Idea” on any of the ‘AI’ to generate a formal text for my unstructured idea → structured Idea. Now what is the Idea → Making an Application in… --- ## [We built traceAI, an open-source tool for tracing LLM calls in production](https://community.deeplearning.ai/t/we-built-traceai-an-open-source-tool-for-tracing-llm-calls-in-production/891611)
**Author:** [@Param\_Shah1](https://community.deeplearning.ai/u/Param_Shah1)\ **Replies:** 0\ **Last updated:** [April 18, 2026, 10:17am UTC](https://community.deeplearning.ai/t/we-built-traceai-an-open-source-tool-for-tracing-llm-calls-in-production/891611 "2026-04-18T10:17:50Z")
Hey everyone 👋 Been lurking here for a while and finally have something to share. We've been building traceAI, an open-source tool for tracing LLM calls in production. It captures inputs, outputs, latency, costs, and… --- ## [Building an ML preprocessor that really solves a problem](https://community.deeplearning.ai/t/building-an-ml-preprocessor-that-really-solves-a-problem/891175)
**Author:** [@HUSSAIN\_R](https://community.deeplearning.ai/u/HUSSAIN_R)\ **Replies:** 2\ **Last updated:** [April 4, 2026, 6:58pm UTC](https://community.deeplearning.ai/t/building-an-ml-preprocessor-that-really-solves-a-problem/891175 "2026-04-04T18:58:03Z")
So i am basically a student doing Bachelors in AI i am currently in my 4th semester and participate in a lot of kaggle competitions The main problem that i face in these competitions is data cleaning, for larger datase… --- ## [Manual markup / hardcoded 3D+ attention for file diffs / patches](https://community.deeplearning.ai/t/manual-markup-hardcoded-3d-attention-for-file-diffs-patches/891050)
**Author:** [@abitrolly](https://community.deeplearning.ai/u/abitrolly)\ **Replies:** 0\ **Last updated:** [March 31, 2026, 6:49am UTC](https://community.deeplearning.ai/t/manual-markup-hardcoded-3d-attention-for-file-diffs-patches/891050 "2026-03-31T06:49:31Z")
Intro into unseeable biology Math don’t give me enough understanding. I prefer looking at bytes in memory and at objects and mechanisms in real world. After I got enough observations to “understand” how they work, then m… --- ## [Need Help in learning about timeseries analysis](https://community.deeplearning.ai/t/need-help-in-learning-about-timeseries-analysis/886366)
**Author:** [@\_coldfeet](https://community.deeplearning.ai/u/_coldfeet)\ **Replies:** 7\ **Last updated:** [January 7, 2026, 4:39pm UTC](https://community.deeplearning.ai/t/need-help-in-learning-about-timeseries-analysis/886366 "2026-01-07T16:39:21Z")
Recently I have been working on a project that uses timeseries analysis and the data is collected from a sensor. Now I am trying to model it using approaches that prevent data leakage and prevent the model from looking a… --- ## [AI use-cases in Automotive Infotainment Domain](https://community.deeplearning.ai/t/ai-use-cases-in-automotive-infotainment-domain/883027)
**Author:** [@Prabha2](https://community.deeplearning.ai/u/Prabha2)\ **Replies:** 1\ **Last updated:** [November 11, 2025, 9:16am UTC](https://community.deeplearning.ai/t/ai-use-cases-in-automotive-infotainment-domain/883027 "2025-11-11T09:16:26Z")
With AI coming in strongly, how can the user experience inside a car enhanced with cool features from AI? Thinking about electric vehicles, software defined radio, how will car transform with AI? Can it be an extended w… --- ## [Human Brain Experiments for AGI - A Spiritual Discussion](https://community.deeplearning.ai/t/human-brain-experiments-for-agi-a-spiritual-discussion/867140)
**Author:** [@Anuj1729](https://community.deeplearning.ai/u/Anuj1729)\ **Replies:** 0\ **Last updated:** [August 5, 2025, 10:40am UTC](https://community.deeplearning.ai/t/human-brain-experiments-for-agi-a-spiritual-discussion/867140 "2025-08-05T10:40:02Z")
My Thoughts on Experiments like Roe et al on the Auditory Cortex and SomatoSensory cortex, and also the Sensory Representation in the brain like Seeing with your Tongue, Human echolocation, Hptic Belt: Direction Sense Ex… --- ## [AI takeover is well underway](https://community.deeplearning.ai/t/ai-takeover-is-well-underway/848317)
**Author:** [@DarpaVictim](https://community.deeplearning.ai/u/DarpaVictim)\ **Replies:** 0\ **Last updated:** [July 9, 2025, 9:28am UTC](https://community.deeplearning.ai/t/ai-takeover-is-well-underway/848317 "2025-07-09T09:28:25Z")
AI is already completing its takeover of humanity and you can see signs of it in large comple bills and technology that is being developed at darpa. 1Changes in ethics and rules around human research subjects to allow A… --- ## [PM looking to collab with Engg. for Gen AI Product Ideas Brainstorming and Dev](https://community.deeplearning.ai/t/pm-looking-to-collab-with-engg-for-gen-ai-product-ideas-brainstorming-and-dev/641664)
**Author:** [@Gowtham92](https://community.deeplearning.ai/u/Gowtham92)\ **Replies:** 0\ **Last updated:** [June 5, 2024, 1:39pm UTC](https://community.deeplearning.ai/t/pm-looking-to-collab-with-engg-for-gen-ai-product-ideas-brainstorming-and-dev/641664 "2024-06-05T13:39:27Z")
Hi All, I am a Product Manager recently completed few courses on Gen AI and looking to collaborate with Gen AI/ AI engineers to Brainstorm few Business/ Product Ideas Develop MVPs Then test the waters and improve I…