This course was created with the
course builder. Create your online course today.
Start now
Create your course
with
Autoplay
Autocomplete
Previous Lesson
Complete and Continue
Mathematics behind ML by Mr. Vimal Daga
Mathematics behind ML
1. Use of Calculus | Optimization of Calculus| Critical point/ maxima| Resources planning |Infinitesimal Calculus| Error function| Differential calculus| Integral calculus| Derivative function | Sympy library | Dependent variable| Independent variable |Symbol function | Integrate function (188:09)
Summary Session 1
2. Sympy Library| Symbols| Substitute function |Assignment Operator| Equality operator| Linear equation graph| intercept| Polynomial curve| Domain| Devide and conquer approach| Derivatives function | Leibniz notation | Euler's notation | Newton notation - 31st March (220:34)
Summary Session 2
3. Dataset| Logfile| Use of calculus in ML| Peak/critical points| Limit| Domain| Range| Overview of Integral| Differential calculus| Derivative function| Slope| Finding critical points using differentiation| Area under curve| Differentiation using sympy| Integral using sympy on - 6th April (130:30)
Summary Session 3
4. "Area Under Curve | Integral | Speed function | Distance vs time | Rate of change | Function prime | ∆y/∆t(delta) vs dy/dt | Slope | Tangent line | Mathematical way of finding or solving derivative | Finding derivative using python " (133:35)
Summary Session 4
5. Tangent | Y-prime | Derivative of trigonometric functions | Sympy.sinx | Derivative of product of functions | Product Rule | Quotient Rule | Sympy.simplify() | Sympy.Eq() | xLim and yLim in sympy.plot() | Chain Rule | Composite Functions(function inside function) (114:03)
Summary Session 5
6. Implicit functions | Explicit vs Implicit functions | Finding derivative of the Implicit functions | Solving Implicit functions mathematically | Sympy.idiff() function | Sympy.exp() function | Chain rule
Summary Session 6
7.Session 04/05/2024 (99:10)
7. What is Higher order derivative | How to solve higher order derivative | Application of higher order derivative | Numpy library | Second order derivative (derivative of derivative) | Finding Higher order derivative using sympy | Solving derivative using the Numpy library | Matplotlib Library (99:10)
Summary Session 7
8.Mathematics behind Machine Learning By Mr Vimal Daga on 12th May_GMT20240512-081933 (82:35)
Summary Session 6
Lesson content locked
If you're already enrolled,
you'll need to login
.
Enroll in Course to Unlock