Last year, I completed the FreeCodeCamp Machine Learning Tutorial and successfully finished my #100DaysOfLearning journey. During this process, I strongly realized that Mathematics is the true Backbone of AI. To further strengthen my skills and build a solid foundation, I am starting the #100DaysOfMaths challenge.
📅 Start Date: 17th November 2024 (1st Mangsir, 2081)
In this challenge, I will be diving deep into three key areas of mathematics essential for AI:
- Calculus: Understanding derivatives, integrals, and optimization techniques for machine learning.
- Linear Algebra: Exploring vectors, matrices, eigenvalues, and their applications in AI algorithms.
- Probability & Statistics: Learning probability theory, distributions, hypothesis testing, and statistical methods to enhance data analysis and model evaluation.
If anyone is interested in joining this journey and learning together, I’d love to team up! Let’s make our math skills stronger and dive deeper into the foundations of AI. Together, we can share resources, solve problems, and motivate each other to stay on track.
Mail: dillihangrae@gmail.com
Feel free to use these hashtags while finding the progress:
- #100DaysOfMaths
- #100DaysOfMaths #100DaysOfSelfLearning #Maths
| Day | Topic & Twitter Post |
|---|---|
| 1 | Introduction to Limits & Continuity: Fundamental of Calculus, https://x.com/dilli_hangrae/status/1857699039774708032 |
| 2 | Limit of a function meaning of infinity, Infinity as a limit of a function, Limit theorems & visual plots, https://x.com/dilli_hangrae/status/1858000934187778437 |
| 3 | Important theorem on limit and gradient descent visualizations, limit theorem examples, https://x.com/dilli_hangrae/status/1858425488286626133 |
| 4 | Limits, Left-Hand and Right-Hand Limits, Existence of Limits, Trigonometric Limit sin_theta and cos_theta, examples, python visualizations on limits, https://x.com/dilli_hangrae/status/1858765255608070158 |
| 5 | - Continuity: Intuitive Idea with rules, Discontinuities with its types, Visualizations of Discontinuities f(x), https://x.com/dilli_hangrae/status/1859086373602656554 |
| 6 | - Continuity theorems and properties, continuity and discontinuity with numerical examples, https://x.com/dilli_hangrae/status/1859457655363993858 |
| 7 | - Important theorem on limits logarithm & exponential functions e, Standard examples, Plots & Visualizations, https://x.com/dilli_hangrae/status/1859897454684213412 |
| 8 | Precise Definition of Limit and advanc concept, https://x.com/dilli_hangrae/status/1860158625907638305 |
| 9 | Precise Defintion of Limit with advance concept and graphs, https://x.com/dilli_hangrae/status/1860562541430358375 |
| 10 | Advanced Concept on Precise definition of limit, Examples and Visual Plots, Basics of Inequalities with types, https://x.com/dilli_hangrae/status/1860986050245791837 |
| 11 | Advanced Concept on Precise definition of limit, Theorems and limit as a continuous function Examples and Visual Plots, https://x.com/dilli_hangrae/status/1861361970576007244 |
| 12 | Continuity Concepts and theorems,Intermediate Value Theorem https://x.com/dilli_hangrae/status1861710339747754415 |
| 13 | Continuity Concepts and theorems , Intuitive Ideas & Examples on Continuity, Visual Plots, https://x.com/dilli_hangrae/status/1862042788390637999 |
| 14 | Limit at infinity: Horizontal Asymptotes -ve ∞ to +ve ∞, Intro of Vertical Asymptotes, https://x.com/dilli_hangrae/status/1862336228495905139 |
| 15 | Infinite Limits at Infinity & Limits at infinity, Examples and Theorems on Asymptotes, Visual Plots, https://x.com/dilli_hangrae/status/1862694849100873993 |
| 16 | ϵ-N definition of limits at infinity (L±ϵ), Slant Asymptotes and Examples , Visual Plots, https://x.com/dilli_hangrae/status/1863143196995559431 |
| 17 | Intuitive idea of function and definition, Vertical Line Test with examples, Visual Plots, https://x.com/dilli_hangrae/status/1863380565241569608 |
| 18 | Odd & Even Symmetry f(x) & Piece-wise f(x), Linear Mathematical Model, Examples & Plots, https://x.com/dilli_hangrae/status/1863886493435249024 |
| 19 | Composite Functions, Domain-Range and visual plots, https://x.com/dilli_hangrae/status/1864263763203117176 |
| 20 | Derivative with uses & Intuitive idea, Tangents,Slope,Gradient Descent, Visual Plots, https://x.com/dilli_hangrae/status/1864631475741839414 |
| 21 | Derivative Definition with intuitive ideas, Instataneous Velocity, Visual Plots, https://x.com/dilli_hangrae/status/1864926870715929041 |
| 22 | Fundamental Formula of Differentiation, Relation between Continuous & Derivative, Visual Plots https://x.com/dilli_hangrae/status/1865269416260440324 |
| 23 | Derivatives of Inverse Circular f(x), logarithmic f(x), 1st Principle of dx using Limit Theorem, https://x.com/dilli_hangrae/status/1865667384289226829 |
| 24 | Derivatives Fundamentals Rules of Differentiation, Sum,Product,Quotient,Chain Rule, Gif & Visual Plots, https://x.com/dilli_hangrae/status/1866076377348547056 |
| 25 | Derivatives for logarithm & hyperbola f(x), Tangent,slope,rate of change & Examples ,Visual Plots, https://x.com/dilli_hangrae/status/1866429360607269088 |
| 26 | - Derivatives and Differentiable f(x), Review of Derivatives, Theorems & Examples, Visual Plots, https://x.com/dilli_hangrae/status/1866764220953661829 |
| 27 | Derivatives (Implicit)dx, Extreme Value Theorem, Fermat's Theorem and Rolle's Theorem, Visual Plots, https://x.com/dilli_hangrae/status/1868293602386096619 |
| 28 | Derivatives & Application,Mean Value Theorem, Fermat's Theorem and Rolle's Theorem, Visual Plots https://x.com/dilli_hangrae/status/1868615031673499930 |
| 29 | Derivatives & Application, Geometric Mean Value Theorem, Conditions applied on MVT, Visual Plots, https://x.com/dilli_hangrae/status/1868998983320060312 |
| 30 | Completion of 1st Phase, Revision of 1st Phase: Functions, Derivatives & Limits Applications ,Plots, https://x.com/dilli_hangrae/status/1869330560734392527 |
Connect with me on social media or comment on my posts if you are interested in explore my learnings.
git@github.com:Dilli822/100DaysOfMaths.git