MATH & ML

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### Project Portfolio (Already Made)

1. **Ellipses**

    – Visualization

    – Recursion

    – Scaled at 8/3

    – Intersection points

    – Prime numbers

    – Ramanujan-Nigel

2. **Modulo Arithmetic** + mod2 x mod7 table fitting

3. **Wonders of Number 7 Viz**

4. **Dialer**

5. **Sales Row Unfolder and CSV Convo Tracker**

6. **Dating App Simulator**

7. **Interactive and Animated Visualizations**

8. **Viz Weight Squares**

    – Sliders and numerical input to control bar plot heights

9. **Optimization Convex Functions and Different Algorithm Varieties Table**

    – Teaching and visualization convex functions

    – Beta distribution and convex theorem

    – Different types of optimizers

    – Multi-parameter dimensions

    – Non-convex functions

    – Anchor points

    – List of all types and visualizations

    – Effects on optimization

10. **Optimization and Multi-objective Optimization**

11. **Stable Matching Algorithm Variations**

12. **Multi-armed Bandit Exhaustive**

    – Variants

    – CCCB

    – List of all equations

    – Animated bar chart

    – Experiments

13. **Hypothesis Test Automated**

    – Null hypothesis and alternate

    – Variable types

    – Normal distributions

    – Gaussian models

    – P-value

    – Degrees of freedom

    – Data types and trees

    – Formulating the question

    – Table

14. **Entire Activation Function**

    – Teaching about activation functions

    – Linear regression example

    – Very advanced idea

15. **Weight Normalization and HWE and Norm vs Std vs Softmax**

16. **Godel and Quins**

    – Self-reference and Python that takes code as a variable

    – Godel encoding and concepts of prime numbers

    – Scripts as Quins

    – Homomorphic

17. **Godel Incompleteness Theorem, Russell Branch and Set Theory Paradox Explanation**

18. **Set Theory, Semiotics, and Logic Walkthrough and Knowledge Graph**

19.  **Unified Noumena Primitive Generators Lattice 7X7 of POS & NER –> Logical Syllogisms**

### Conceptualized (Not Yet Made)

1. **Thanksgiving Tree**: Automated neural tuning from activation functions as node splits and stable matching algorithm

2. **Math Equations Database Widget Equation Querier**

3. **LaTeX Control and ChatGPT Response Formatting Control**

4. **Excel Sheet and Database Maker**:

    – Widget handles and data type options

    – Automated hypothesis tester

    – Exports as Excel, CSV, PDF, pretty tables, LaTeX, Markdown, and Word

5. **RAG with Vectara API**

6. **ChatGPT Best Prompts**

7. **Neural Network Maker with Node Icons and Widget Control**

8. **AI to Create Manim Visualizations**