Calculus for Data Science & Machine Learning - 2020

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Calculus for Data Science & Machine Learning - 2020
Video: .mp4 (1280x720, 30 fps(r)) | Audio: aac, 44100 Hz, 2ch | Size: 279 MB
Genre: eLearning Video | Duration: 7 lectures (1 hour, 7 mins) | Language: English

Learn Basics of Calculus (Mathematics) for Artificial Intelligence, Machine Learning and Data Science

What you'll learn

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

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