Flutter & ML : Train Tensorflow Lite models for Flutter Apps

سرفصل های دوره

Train countless Machine Learning Models for Flutter Application | Use Tensorflow Lite models in Flutter | Flutter ML

1. Introduction

1. Introduction

2. Course Curriculum

2. Machine Learning & Deep Learning

1. Machine Learning Introduction

2. Supervised Machine Learning Regression & Classification

3. Unsupervised Machine Learning & Reinforcement Learning

4. Deep Learning and regression models training

5. Basic Deep Learning Concepts

3. Python Programming Language

1. Google Colab Introduction

2.1 Python.zip

2. Python Introduction & data types

3. Python Lists

4. Python dictionary & tuples

5. Python loops & conditional statements

6. File handling in Python

4. Data Science Libraries

1.1 DataScience Libraries.zip

1. Numpy Introduction

2. Numpy Operations

3. Numpy Functions

4. Pandas Introduction

5. Loading CSV in pandas

6. Handling Missing values in dataset with pandas

7. Matplotlib & charts in python

8. Dealing images with Matplotlib

5. Tensorflow

1.1 Tensorflow.zip

1. Tensorflow Introduction Variables & Constants

2. Shapes & Ranks of Tensors

3. Matrix Multiplication & Ragged Tensors

4. Tensorflow Operations

5. Generating Random Values in Tensorflow

6. Tensorflow Checkpoints

6. Training a basic regression model

1. Section Introduction

2.1 BasicExample.zip

2. Train a simple regression model for Flutter

3. Testing model and converting it to a tflite(Tensorflow lite) format

4. Model training for flutter overview

5. Creating a new flutter project

6. Adding libraries and loading regression models in Flutter

7. Passing Input to regression model and getting output in Flutter

8. Regression Models Integration in Flutter Overview

7. Training a Fuel Efficiency Prediction Model

1. Section Introduction

2.1 Fuel Efficiency Prediction.zip

2. Getting datasets for training regression models

3. Loading dataset in python with pandas

4. Handling Missing Values in Dataset

5. One Hot Encoding Handling categorical columns

6. Training and testing datasets

7. Normalization Bringing all columns to a common scale

8. Training a fuel efficiency prediction model

9. Testing fuel efficiency prediction model and converting it to a tflite format

10. Fuel Efficiency Model Training Overview

8. Fuel Efficiency Prediction Flutter Application

1. Analyse trained fuel efficiency prediction model

2. Set Up Starter Application for Fuel Efficiency Prediction

3. What we have done so far

4. Loading Tensorflow Lite model in Flutter for fuel efficiency prediction

5. Normalizing user inputs in Flutter before passing it to our model

6. Passing Input to our model and getting output

7. Testing Fuel Efficiency Prediction Flutter Application

8. Fuel Efficiency Prediction Flutter Overview

9. Training House Price Prediction Model

1. Section Introduction

2.1 House Price Prediction.zip

2. Getting house price prediction dataset

3. Load dataset for training house price prediction regression model

4. Training & evaluating house price prediction model

5. Retraining price prediction model

10. House Price Prediction Flutter Application

1. Analysing house price prediction tensorflow lite model

2. Loading house price prediction model in Flutter

3. Passing input to tensorflow lite model and getting output

4. Testing house price prediction Flutter Application

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تولید کننده: Udemy