Build a Linear Regression Android App with Tensorflow Lite and Python
Created by Team Mammoth
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59 lectures
01
Skill level
All levels
02
Sections
9
03
Lectures
59
04
Instructor
Team Mammoth
What's inside
This course includes.
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9
Sections
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Certificate of completion
Included
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Mobile and desktop access
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AI learning assistance
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Course content
Curriculum & lectures.
+ Overview 2 lectures
00 Course overview
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01 What you'll need
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+ 01 Introduction to Machine Learning 4 lectures
00 What Is Linear Regression
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00a What Is Python
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01 What is machine learning
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02 What Is Supervised Learning
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+ 02 (Prerequisite) Python Language Fundamentals 21 lectures
00. Intro
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01. Introduction To Python
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02. Variables
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02b. Variables Examples
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03. Type Conversion Examples
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04. Operators
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05. Operators Examples
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06. Collections
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07. Lists
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08. Multidimensional List Examples
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09. Tuples Examples
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10. Dictionaries Examples
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11. Ranges Examples
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12. Conditionals
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13. If Statement Examples
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14. If Statement Variants Examples
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15. Loops
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16. While Loops Examples
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17. For Loops Examples
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18. Functions
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19. Functions Examples
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+ 03. (Prerequisite) Introduction to Android Studio 9 lectures
00. Introduction
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01. Downloading And Installing Android Studio
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02. Exploring Android Studio Interface
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03. Understanding File Hierarchy
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04. Exploring Activity-layout Relationship
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05. Setting Up An Emulator
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06. Running App And Implementing User Interaction
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07. Debugging An App
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08. Summary And Outro
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+ 04. (Prerequisite) Introduction to Kotlin Programming 15 lectures
00. Introduction
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01. Introduction To Variables
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02. Basic Operations
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03. Nullable Variables
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04. Collections Intro
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05. Mutable Lists And Arrays
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06. If Statements And Expressions
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07. When Statements And Expressions
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08. While Loops
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09. For In Loops
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10. Introduction To Functions
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11. Functions With Parameters And Return Values
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12. Classes And Objects Introductions
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13. Subclassing And Superclassing
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14. Summary And Outro
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+ 04b Linear regression from scratch 1 lecture
00 Project Preview
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+ 05 Build a linear regression model with Python for TF Lite 2 lectures
01 Build A Linear Regression Model With Python
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02 Convert Python Model to Tensorflow Lite
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+ 06 Build an Android app with TensorFlow machine learning model 2 lectures
03 Build A New Android Studio App
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04 Build App Layout
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+ 07 Load and use model with Kotlin 3 lectures
05 Load Machine Learning Model
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06 Use Machine Learning Model
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07 Connect App Layout to Model
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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.
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