{"id":67,"date":"2024-08-07T02:47:51","date_gmt":"2024-08-07T02:47:51","guid":{"rendered":"https:\/\/scienceofquantity.com\/?p=67"},"modified":"2024-08-07T02:47:51","modified_gmt":"2024-08-07T02:47:51","slug":"math-ml","status":"publish","type":"post","link":"https:\/\/scienceofquantity.com\/index.php\/2024\/08\/07\/math-ml\/","title":{"rendered":"MATH &amp; ML"},"content":{"rendered":"<body>\n<div class=\"wp-block-inseri-core-image\" data-attributes='{\"altText\":\"\",\"blockId\":\"MGrz8PR9j10ohKIuQSZO2\",\"blockName\":\"image-siX\",\"caption\":\"\",\"fit\":\"contain\",\"height\":null,\"inputKey\":\"\"}'>is loading \u2026<\/div>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"525\" height=\"209\" src=\"https:\/\/i0.wp.com\/scienceofquantity.com\/wp-content\/uploads\/2024\/08\/download-1.png?resize=525%2C209&#038;ssl=1\" alt=\"\" class=\"wp-image-71\" loading=\"lazy\" srcset=\"https:\/\/i0.wp.com\/scienceofquantity.com\/wp-content\/uploads\/2024\/08\/download-1.png?w=747&amp;ssl=1 747w, https:\/\/i0.wp.com\/scienceofquantity.com\/wp-content\/uploads\/2024\/08\/download-1.png?resize=300%2C119&amp;ssl=1 300w\" sizes=\"auto, (max-width: 706px) 89vw, (max-width: 767px) 82vw, 740px\" \/><\/figure>\n\n\n\n<p>### Project Portfolio (Already Made)<\/p>\n\n\n\n<p>1. <strong>**Ellipses**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Visualization<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Recursion<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Scaled at 8\/3<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Intersection points<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Prime numbers<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Ramanujan-Nigel<\/p>\n\n\n\n<p>2. <strong>**Modulo Arithmetic**<\/strong> + mod2 x mod7 table fitting<\/p>\n\n\n\n<p>3. <strong>**Wonders of Number 7 Viz**<\/strong><\/p>\n\n\n\n<p>4. <strong>**Dialer**<\/strong><\/p>\n\n\n\n<p>5. <strong>**Sales Row Unfolder and CSV Convo Tracker**<\/strong><\/p>\n\n\n\n<p>6. <strong>**Dating App Simulator**<\/strong><\/p>\n\n\n\n<p>7. <strong>**Interactive and Animated Visualizations**<\/strong><\/p>\n\n\n\n<p>8. <strong>**Viz Weight Squares**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Sliders and numerical input to control bar plot heights<\/p>\n\n\n\n<p>9. <strong>**Optimization Convex Functions and Different Algorithm Varieties Table**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Teaching and visualization convex functions<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Beta distribution and convex theorem<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Different types of optimizers<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Multi-parameter dimensions<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Non-convex functions<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Anchor points<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 List of all types and visualizations<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Effects on optimization<\/p>\n\n\n\n<p>10. <strong>**Optimization and Multi-objective Optimization**<\/strong><\/p>\n\n\n\n<p>11. <strong>**Stable Matching Algorithm Variations**<\/strong><\/p>\n\n\n\n<p>12. <strong>**Multi-armed Bandit Exhaustive**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Variants<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 CCCB<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 List of all equations<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Animated bar chart<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Experiments<\/p>\n\n\n\n<p>13. <strong>**Hypothesis Test Automated**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Null hypothesis and alternate<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Variable types<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Normal distributions<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Gaussian models<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 P-value<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Degrees of freedom<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Data types and trees<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Formulating the question<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Table<\/p>\n\n\n\n<p>14. <strong>**Entire Activation Function**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Teaching about activation functions<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Linear regression example<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Very advanced idea<\/p>\n\n\n\n<p>15. <strong>**Weight Normalization and HWE and Norm vs Std vs Softmax**<\/strong><\/p>\n\n\n\n<p>16. <strong>**Godel and Quins**<\/strong><\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Self-reference and Python that takes code as a variable<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Godel encoding and concepts of prime numbers<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Scripts as Quins<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Homomorphic<\/p>\n\n\n\n<p>17. <strong>**Godel Incompleteness Theorem, Russell Branch and Set Theory Paradox Explanation**<\/strong><\/p>\n\n\n\n<p>18. <strong>**Set Theory, Semiotics, and Logic Walkthrough and Knowledge Graph**<\/strong><\/p>\n\n\n\n<p>19. \u00a0<strong>**Unified Noumena Primitive Generators Lattice 7X7 of POS &amp; NER \u2013&gt; Logical Syllogisms**<\/strong><\/p>\n\n\n\n<p>### Conceptualized (Not Yet Made)<\/p>\n\n\n\n<p>1. <strong>**Thanksgiving Tree**<\/strong>: Automated neural tuning from activation functions as node splits and stable matching algorithm<\/p>\n\n\n\n<p>2. <strong>**Math Equations Database Widget Equation Querier**<\/strong><\/p>\n\n\n\n<p>3. <strong>**LaTeX Control and ChatGPT Response Formatting Control**<\/strong><\/p>\n\n\n\n<p>4. <strong>**Excel Sheet and Database Maker**<\/strong>:<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Widget handles and data type options<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Automated hypothesis tester<\/p>\n\n\n\n<p>\u00a0 \u00a0 \u2013 Exports as Excel, CSV, PDF, pretty tables, LaTeX, Markdown, and Word<\/p>\n\n\n\n<p>5. <strong>**RAG with Vectara API**<\/strong><\/p>\n\n\n\n<p>6. <strong>**ChatGPT Best Prompts**<\/strong><\/p>\n\n\n\n<p>7. <strong>**Neural Network Maker with Node Icons and Widget Control**<\/strong><\/p>\n\n\n\n<p>8. <strong>**AI to Create Manim Visualizations**<\/strong><\/p>\n<\/body>","protected":false},"excerpt":{"rendered":"<p>### Project Portfolio (Already Made) 1. **Ellipses** \u00a0 \u00a0 \u2013 Visualization \u00a0 \u00a0 \u2013 Recursion \u00a0 \u00a0 \u2013 Scaled at 8\/3 \u00a0 \u00a0 \u2013 Intersection points \u00a0 \u00a0 \u2013 Prime numbers \u00a0 \u00a0 \u2013 Ramanujan-Nigel 2. **Modulo Arithmetic** + mod2 x mod7 table fitting 3. **Wonders of Number 7 Viz** 4. **Dialer** 5. **Sales Row &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/scienceofquantity.com\/index.php\/2024\/08\/07\/math-ml\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;MATH &amp; ML&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-67","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/posts\/67","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/comments?post=67"}],"version-history":[{"count":1,"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/posts\/67\/revisions"}],"predecessor-version":[{"id":72,"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/posts\/67\/revisions\/72"}],"wp:attachment":[{"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/media?parent=67"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/categories?post=67"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/scienceofquantity.com\/index.php\/wp-json\/wp\/v2\/tags?post=67"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}