Build Next-Level Apps w/ TensorFlow, Python & Sketch

Introduction to Machine Learning and Software

Source Files

Intro to Android

Intro and Topics List

Intro to Android Studio

Downloading and Installing Android Studio
Exploring Interface
Setting up an Emulator and Running Project

Intro to Java

Intro to Language Basics
Variable Types
Operations on Variables
Array and Lists
Array and List Operations
If and Switch Statements
While Loops
For Loops
Functions Intro
Parameters and Return Values
Classes and Objects Intro
Superclass and Subclasses
Static Variables and Axis Modifiers

Intro to App Development

Intro To Android App Development
Building Basic UI
Connecting UI to Backend
Implementing Backend and Tidying UI

Intro to ML Concepts

Intro to ML
Pycharm Files

Intro to Pycharm

Intro and Topics List
Learning Python with Mammoth Interactive

Introduction

Downloading and Installing Pycharm and Python
Exploring Pycharm

Python Language Basics

Intro to Variables
Variables Operations and Conversions
Collection Types
Collections Operations
Control Flow If Statements
While and For Loops
Functions
Classes and Objects

Intro to Tensorflow

Intro
Topics List
Importing Tensorflow to Pycharm
Constant Nodes and Sessions
Variable Nodes
Placeholder Nodes
Operation nodes
Loss, Optimizers, and Training
Building a Linear Regression Model
Source Files

Machine Learning in Android Studio Projects

Introduction to Level 2

Tensorflow Estimator

Introduction
Topics List
Setting up Prebuilt Estimator Model
Evaluating and Predicting with Prebuilt Model
Building Custom Estimator Function
Testing the Custom Estimator Function
Summary and Model Comparison
Source Files

Intro to Android Machine Learning Model Import

Intro and Demo
Topics List
Formatting and Saving the Model
Saving the Optimized Graph File
Starting Android Project
Building the UI
Implementing Inference Functionality
Testing and Error Fixing
Source Files

Simple MNIST

Intro and Demo
Topics List and Intro to MNIST Data
Building Computational Graph
Training and Testing the Model
Saving and Freezing the Graph for Android Import
Setting up Android Studio Project
Building the UI
Loading Digit Images
Formatting Image Data
Making Prediction Using Model
Displaying Results and Summary
Simple MNIST – Mammoth Interactive

MNIST with Estimator

Introduction
Topics List
Building Custom Estimator Function
Building Input Functions, Training, and Testing
Predicting Using Our Model and Model Comparisons
MNIST With Estimator – Mammoth Interactive

Advanced MNIST

Intro and Demo
Topics List
Building Neuron Functions
Building the Convolutional Layers
Building Dense, Dropout, and Readout Layers
Writing Loss and Optimizer Functions and Training and Testing
Optimizing Saved Graph
Setting up Android Project
Setting Up UI
Load and Display Digit Images
Formatting Model Input
Displaying Results and Summary
Source Files

Intro to Tensorboard

Introduction
Examining Computational Graph In Tensorboard
Analyzing Scalars and Histograms
Modifying Model Parameters Across Multiple Runs
Source Code

Increase Efficiency of Machine Learning Models

Introduction – Improving Model Efficiency
Source Code
Intro to Tensorflow Lite

Text Summarizer

Introduction
Exploring How Model Is Built
Exploring Training and Summarizing Mechanisms
Exploring Training and Summarizing Code
Testing the Model
Text Summarizer Pycharm Files

Object Localization

Introductions
Examining Project Code
Testing with a Mobile Device

Object Recognition

Introduction
Examining Code
Testing on Mobile Device

Introduction to Sketch

Course Introduction
Sketch Installation
What is Sketch
UI Introduction
Layer View Intro
Inspector View Intro
Toolbar Intro
Activities

Sketch Tools and Basics

Pencil Vector Tool
Shapes Exercise
Artboard Fundamentals
Masks
Essentials about Text
What To Know About Colors
Layer Styles
Symbols
Project – Calculator UI
Sketch Project Files – Mammoth Interactive

Creating Vector Graphics from Drawings

Creating Vector Graphics from Drawings

Online Resources and Plugins

Finding Inspiration
Finding Stock Images
Creating Color Palettes
Finding Fonts Online
Plugins

Designing Your First Mobile App

Wireframes
Libraries Intro
Creating Your Own Libraries
Creating Dynamic UI Elements
Mobile Landing Page Activity
Creating the Log In Screen for our Application
Creating the Main Screen of Our Application
Creating the Settings Page for our Application
Creating Application User List
Create An App Icon
Exporting
Prototyping
Creating a Landing Page
Sketch Project Files – Waves App by Mammoth Interactive

Shortcuts and Extra Tips

Useful Shortcuts in Sketch
Creating your Own Sketch Shortcuts
Using the Layout Grid
Sketch Cloud
Using Sketch Mirror
Sketch Files – Shortcuts by Mammoth Interactive

Animation Tools

Basic Animations Using Anima Timeline
More Animations Using Principle
Using the Paddy Plugin
Conclusion
Please rate this course
Bonus Lecture: Mammoth Interactive Deals