Calculus for Data Science & Machine Learning - 2020

Learn Basics of Calculus (Mathematics) for Artificial Intelligence, Machine Learning and Data Science
Rating: 3.8 out of 5 (17 ratings)
2,189 students
Calculus for Data Science & Machine Learning - 2020
Rating: 3.8 out of 5 (17 ratings)
2,189 students
Basics of Calculus for Machine Learning & Data Science
Derivative-Differentiation
Multivariable Functions
Integration
Functions

Requirements

  • No prior knowledge is required
  • Aim of Learning Machine Learning and Data Science

Description

CALCULUS for DATA SCIENCE & MACHINE LEARNING COURSE DESCRIPTION

  • What is Calculus?

  • Applications of Calculus in ML

  • Calculus Notation

  • Computation Map

  • Linear Functions

  • Derivative

  • Product & Quotient Rule

  • Exponential & Logarithm Rule

  • Sine and Cosine Functions

  • Sigmoid Function

  • Hyperbolic Function

  • Chain Rule

  • Differentiation

  • Multivariable Functions

  • Partial Differentiation

  • Sigma Notation

  • Taylor/Mclaurin Series Expansion

  • Integration

  • Area Between Curves

  • Distance Measurement

  • Argmax – Argmin

WHY CALCULUS?

  • Calculus is absolutely key to understanding the linear algebra and statistics you need in machine learning and data science.

  • If you can understand machine learning methods at the level of derivative you will improve your intuition for how and when they work.

  • A deeper understanding of the algorithm and its constraints will allow you to customize its application and better understand the impact of tuning parameters on the results.

THE OPPORTUNITIES YOU WILL HAVE WITH THIS COURSE

  • In-class support: We don't just give you video lessons. We have created a professional Python Programmer team and community to support you. This means that you will get answers to your questions within 24 hours.

WHO WE ARE: DATAI TEAM ACADEMY

DATAI TEAM is a team of Python Programmers and Data Scientists.

Let's register for the course and start to Calculus for Data Science & Machine Learning.

Who this course is for:

  • Those who want to specialize in Machine Learning but not know calculus
  • Those who want to learn a calculus but cannot decide where to start
  • Those who want to start and continue their education or career in data science, machine learning or artificial intelligence

Course content

2 sections • 7 lectures • 1h 7m total length
  • Section 1
    15:29
  • Section 2
    13:11
  • Section 3
    14:52
  • Section 4
    05:33
  • Section 5
    14:14
  • Section 6
    03:51

Instructor

Artificial Intelligence & Data Science
Datai Team Academy
  • 3.7 Instructor Rating
  • 74 Reviews
  • 5,278 Students
  • 6 Courses

Artificial Intelligence & Data Science

We combine the lessons that we have prepared with our interest and expertise on Python, Data Science, Machine Learning, Deep Learning and Artificial Intelligence with real life examples. In addition, we encourage you to share your work with the world to extend the knowledge you have learned beyond the basic level.

Thanks to our success on the Kaggle platform, a subsidiary of Google, we teach you professional and world class quality certified lessons.

Add the courses you need to your library now and let's get started!