Introduction to Machine Learning and Python Data Science - Total Overview
Created by Team Mammoth
·
74 lectures
01
Skill level
All levels
02
Sections
13
03
Lectures
74
04
Instructor
Team Mammoth
What's inside
This course includes.
✓
13
Sections
✓
Certificate of completion
Included
✓
Mobile and desktop access
Included
✓
AI learning assistance
Included
Unlock all courses with our Subscription Bundle! Get unlimited access to entire course library, books and assets. Learn more and subscribe today!
Course content
Curriculum & lectures.
+ Course Overview 2 lectures Preview
00 Course Overview
Locked
Source Files 00
Locked
+ 00 Python Introduction 2 lectures
00. Intro
Locked
01. Introduction To Python
Locked
+ 01 Code Python on the Web 3 lectures
01.01 What Is Google Colab
Locked
01.02 What If I Get Errors
Locked
01.03 How Do I Terminate A Session
Locked
+ 02 Python Language Fundamentals 19 lectures
02. Variables
Locked
02b. Variables Examples
Locked
03. Type Conversion Examples
Locked
04. Operators
Locked
05. Operators Examples
Locked
06. Collections
Locked
07. Lists
Locked
08. Multidimensional List Examples
Locked
09. Tuples Examples
Locked
10. Dictionaries Examples
Locked
11. Ranges Examples
Locked
12. Conditionals
Locked
13. If Statement Examples
Locked
14. If Statement Variants Examples
Locked
15. Loops
Locked
16. While Loops Examples
Locked
17. For Loops Examples
Locked
18. Functions
Locked
19. Functions Examples
Locked
+ (Prerequisite) Introduction to Machine Learning 8 lectures
00A What Is Machine Learning
Locked
00B Types Of Machine Learning Models
Locked
00C What Is Supervised Learning
Locked
01 How Does A Machine Learning Agent Learn
Locked
02 What Is Inductive Learning
Locked
03 Performance Of A Machine Learning Algorithm
Locked
04 Handle Noise In Data
Locked
05 Powerful Tools With Machine Learning Libraries-
Locked
+ 03 Probability and Statistics for Machine Learning 4 lectures
01 Probability And Information Theory Overview
Locked
02 Combinatorics For Probability
Locked
03 Law Of Large Numbers
Locked
04 Calculate Center Of Distribution
Locked
+ 04 Distributions in Machine Learning 9 lectures
01 Uniform Distribution
Locked
02 Gaussian Distribution
Locked
03 Log-Normal Distribution
Locked
04 Exponential Distribution
Locked
05 Laplace Distribution
Locked
06 Binomial Distribution
Locked
07 Multinomial Distribution
Locked
08 Poisson Distribution
Locked
Distributions Source Files
Locked
+ 05 Machine Learning Optimization 2 lectures
01 Calculate Error Of Machine Learning Model
Locked
Source Files
Locked
+ Data Engineering and Machine Learning Masterclass -00 Course Overview 2 lectures
00b-00 Course Overview
Locked
Source Files
Locked
+ 01 Load, clean and encode data 5 lectures
01A Load And Clean A Public Dataset
Locked
01B What Is One-Hot Encoding
Locked
02 Build X And Y Data With One Hot Encoding
Locked
03 Logistic Regression With One Hot Encoding
Locked
Source files - 03
Locked
+ 02 Data engineering for machine learning 4 lectures
01 Scale And Encode Data With Scikit-Learn
Locked
02 What Is Scaling Data
Locked
03 Build, Train And Test A Machine Learning Model
Locked
Source files - 04
Locked
+ 03 Build regression and discretizer models 7 lectures
01 Compare Decision Tree And Linear Regression Models
Locked
02 What Is The Kbins Discretizer
Locked
03 Bin Data With Kbins Discretizer
Locked
04 Build A Linear Regression Model On Stacked Data
Locked
05 What Is K Means Clustering
Locked
06 Compare Binned Regression Models
Locked
Source files - 05
Locked
+ 04 Data transformation and feature selection for ridge regression 7 lectures
01 Build Univariate Nonlinear Transformatio
Locked
02 What Is Gaussian Probability Distribution-
Locked
03 What Is Poisson Distribution
Locked
04 Build X Y Data With Poisson Distribution In Numpy
Locked
05 What Is Logarithmic Data Transformation
Locked
06 Build A Ridge Regression Model
Locked
Source files - 06
Locked
Instructors
Taught by people who ship.
Team Mammoth
Instructor
Produced by a team of Mammoth Club industry experts. Over 14 years, Mammoth Club has built a global student community in 190+ countries with 9+ million courses sold, releasing over 1,000+ courses and 5,000+ hours of video content.
Ready to start building?
Join Mammoth Club and move through the course with structured lessons, previews, and certificates.