Android Machine Learning with TensorFlow lite in Java/Kotlin

Udemy

Learn how to create machine learning android applications using Kotlin Java Android Studio and Tensorflow Lite.

Beginner

Online

₹ 649 799

particular

details

                                    Medium of instructions
                                    English

                                    Mode of learning
                                    Self study

                                    Mode of Delivery
                                    Video and Text Based

Introduction

Introduction and course Overview

Setting up the environment

Setting up the environment
Installing Tensorflow
Jupyter Notebook Introduction

Learning Python

Android ML: Python Introduction and data types
Android ML: Python Lists
Android ML: Python List Functions
Android ML: Python dictionary and tuples
Android ML: Python Loops and conditional statements
Android ML: Python File handling

Data Science Libraries

Android ML: Numpy Introduction and arrays
Android ML: Numpy functions
Android ML: Numpy Operators
Android ML: Pandas Introduction
Android ML: Pandas reading files and handling missing values
Android ML: Matplotlib introduction
Android ML: Matplotlib dealing with images

Machine Learning and Deep Learning

Android ML: Machine Learning, Classification and Regression
Android ML: Unsupervised, Reinforcement Learning
Android ML: Deep Learning
Android ML: Deep Learning Part 2
Basic Concepts Part 1
Basic Concepts Part 2

Tensorflow

Android ML: Tensorflow Introduction
Android ML: Tensorflow Constants and shaping
Android ML: Tensorflow rank and numpy
Android ML: Tensorflow Matrix multiplication and Ragged Tensors
Android ML: Tensorflow Operations
Android ML: Generating Random Values
Android ML: Saving Variables using Checkpoints

Training First model and creating Android Application

Creating and training first ML model for android
Java: Creating Android Application for the Machine learning model
Java: Testing Machine learning based Android Applications
Kotlin: Creating Android Application for the model

Concrete function and Saved model examples

Android Tensorflow lite Concrete Function Example
Android Tensorflow lite Saved Model Example

Predicting Fuel Efficiency of automobiles

Android ML: Loading data and preprocessing
Android ML: One Hot Encoding
Android ML: Normalizing data and training model
Android ML Java: Fuel Efficiency Android Application Part 1
Android ML Java: Fuel Efficiency Application Part 2
Android ML Kotlin: Fuel Efficiency Application
Android ML: Testing Fuel Efficiency prediction Application

Handwritten digits recognition application

Android ML: Loading the dataset
Android ML: Matplotlib and normalizing data
Android ML: Training digit recognition model
Android ML: Evaluating model and creating tflite file
Android ML: Digit Recognizer Application 1
Android ML: Digit Recognizer Application Part 2
Android ML: Digit Recognizer Application Part 3
Android ML: Testing digit recognition Application
Kotlin: Digit Recognizer Android Application

Recognition Section

Android ML: Transfer Learning
Android ML: Google Colab
Android ML: Flower Recognition loading data set
Android ML: Flower Recognition Training and evaluating model
Android ML: Flower Recognition Detailed Process
Android ML: Flower Recognition model
Android ML: Evaluating tflite model

Cats and Dogs Classification

Android ML: Train cats and dogs model
Android ML Java: Build Cats and dogs classification Application
Android ML Kotlin: Build Cats and dogs classification Application

Rock Paper and Scissors Problem

Android ML: Training rock paper scissors model
Android ML Java: Rock Paper and Scissor Android Application
Android ML Kotlin: Rock Paper and Scissor Android Application

Practice Activity 1 Predict Fitness of a Person

Android ML: Introduction
Android ML: Fitness Practice Activity 1 Part 1
Android ML: Fitness Practice Activity 1 Part 2
Android ML: Fitness Practice Activity 1 Part 3
Android ML: Fitness Practice Activity 1 Part 4
Android ML: Fitness Practice Activity 1 Solution
Android ML: Fitness Practice Activity 1 Application 1
Android ML: Fitness Practice Activity 1 Application 2

Practice Activity 2 Human and Horses

Android ML: Human and horses Assignment
Android ML: Training Human and Horses model
Android ML Java: Build Human and Horses classification Application
Android ML Kotlin: Build Human and Horses classification Application

Bonus

Android ML: Working with images Part 1
Android ML: Working with images Part 2
Android ML: Working with CSV

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Android Machine Learning with TensorFlow lite in Java/Kotlin

Beginner

Online

₹ 649 799

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Who it is for

What you will learn

The syllabus

Introduction

Setting up the environment

Learning Python

Data Science Libraries

Machine Learning and Deep Learning

Tensorflow

Training First model and creating Android Application

Concrete function and Saved model examples

Predicting Fuel Efficiency of automobiles

Handwritten digits recognition application

Recognition Section

Cats and Dogs Classification

Rock Paper and Scissors Problem

Practice Activity 1 Predict Fitness of a Person

Practice Activity 2 Human and Horses

Bonus

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