Python and NumPy for Data Science: Mastering the Foundations
Created by Team Mammoth
·
84 lectures
01
Skill level
All levels
02
Sections
8
03
Lectures
84
04
Instructor
Team Mammoth
What's inside
This course includes.
✓
8
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.
+ 00 Python Introduction 2 lectures Preview
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
+ Numpy 11 lectures
00. Course Intro
Locked
01. Intro To Numpy
Locked
02. Installing Numpy
Locked
03. Creating Numpy Arrays
Locked
04. Creating Numpy Matrices
Locked
05. Getting And Setting Numpy Elements
Locked
06. Arithmetic Operations On Numpy Arrays
Locked
07. Numpy Functions Part 1
Locked
08. Numpy Functions Part 2
Locked
09. Summary And Outro
Locked
Source Files
Locked
+ Learning about Pandas 18 lectures
00. Panda Course Introduction
Locked
01. Intro To Pandas
Locked
02. Installing Pandas
Locked
03. Creating Pandas Series
Locked
04. Date Ranges
Locked
05. Getting Elements From Series
Locked
06. Getting Properties Of Series
Locked
07. Modifying Series
Locked
08. Operations On Series
Locked
09. Creating Pandas Dataframes
Locked
10. Getting Elements From Dataframes
Locked
11. Getting Properties From Dataframes
Locked
12. Dataframe Modification
Locked
13. Dataframe Operations
Locked
14 Dataframe Comparisons And Iteration
Locked
15. Reading Csvs
Locked
16. Summary And Outro
Locked
Source Files
Locked
+ Machine Learning Theory 11 lectures
00. Course Intro
Locked
01. Quick Intro To Machine Learning
Locked
02. Deep Dive Into Machine Learning
Locked
03. Problems Solved With Machine Learning Part 1
Locked
04. Problems Solved With Machine Learning Part 2
Locked
05. Types Of Machine Learning
Locked
06. How Machine Learning Works
Locked
07. Common Machine Learning Structures
Locked
08. Steps To Build A Machine Learning Program
Locked
09. Summary And Outro
Locked
Intro to Machine Learning Slides
Locked
+ Intro to Tensorflow 11 lectures
00. Course Intro
Locked
01. Intro To Tensorflow
Locked
02. Installing Tensorflow
Locked
03. Intro To Linear Regression
Locked
05. Linear Regression Model - Building The Model
Locked
04. Linear Regression Model - Creating Dataset
Locked
06. Linear Regression Model - Creating A Loss Function
Locked
08. Linear Regression Model - Testing The Model
Locked
07. Linear Regression Model - Training The Model
Locked
09. Summary And Outro
Locked
Intro to Tensorflow - Source Files
Locked
+ Review Sentiment Analysis 9 lectures
00. Course Intro
Locked
01. How Machines Interpret Text
Locked
02. Building The Model Part 1 - Examining Dataset
Locked
03. Building The Model Part 2 - Formatting Dataset
Locked
04. Building The Model Part 3 - Building The Model
Locked
05. Building The Model Part 4 - Training The Model
Locked
06. Building The Model Part 5 - Testing The Model.Mp4
Locked
07. Course Summary And Outro
Locked
Source Files
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.