Complete Prediction and Detection Model Building with Python

Build data handling & manipulation projects with machine learning. Learn Java, Python & stock market prediction. & More!

4.39 (9 reviews)
Udemy
platform
English
language
Data Science
category
199
students
18.5 hours
content
Feb 2019
last update
$49.99
regular price

What you will learn

Learn how to code in Java, including all the fundamentals on superclasses, operations, and axis modifiers.

Build user interfaces for Android apps, including connecting all the features and implementing the backend

Code in Python is one of the Top 3 coding languages in demand this year.

Use Tensorflow, the #1 open source software library for dataflow programming.

Build hands-on projects and use source code to check your work and expand.

Meet the Mammoth Interactive community.

And more.

Description

Build 9 projects while learning to code and build machine learning models. Experience the power of cutting edge frameworks and learn to handle all types of data.

With crystal-clear audio, HD screencasts, and over 120 lectures, this is a course you do not want to miss.

You'll build Image Recognition apps that have powerful features. You'll learn topics that include:

  • Stock Market Prediction

  • Retrieving Data via RESTful API Call

  • Parsing JSON Data, Pycharm-Style

  • Processing Text Data

  • Setting up Vocab Dictionary

  • Weather Prediction

First: A Thorough Introduction For Beginners

Learn to download and install Android Studio and explore the interface. You'll get all source code and project files for the 9 hands-on projects in this course.

You’ll learn how to code in Java, including all the fundamentals on superclasses, operations, and axis modifiers. You'll learn how to build a user interface for an Android App, including connecting all the features and implementing the backend.

Included in this course is material for beginners to get comfortable with the interfaces. Please note that we reuse this content in similar courses because it is introductory material. You can find some material in the course Hands-On Machine Learning: Learn TensorFlow, Python, & Java!

Code In The Top Languages Of The Year

You'll learn how to code in Python, which we will show you through Pycharm. Python is one of the Top 3 coding languages in demand this year, alongside Java and Javascript. Python is used by companies big and small like YouTube, Instagram, and Google.

Use The Top Software For Programming

You will learn how to use Tensorflow, the #1 open source software library for dataflow programming. Tensorflow is a symbolic math library, and we will use it for machine learning applications.

And MORE Data Handling And Manipulation Projects

  • Formatting Datasets

  • Building Computational Graph

  • Exploring the CIFAR 10 Dataset

  • Loading and Displaying Images

  • Loading Face and Non Face Images

  • Emotions Detection Project

Content

Introduction to Machine Learning + Software

Projects Overview
Prediction and Detection Project Resources - Mammoth Interactive

Android Studio

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

Introduction to the Java Programming Language

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

App Development

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

Machine Learning Concepts

Machine Learning Explained
Pycharm Files - Mammoth Interactive

Pycharm Projects Overview

Project Overview
Pycharm Source Files - Mammoth Interactive

Introduction to PyCharm

Downloading and Installing Pycharm and Python
Exploring Pycharm

Python Language Basics

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

Beginner's Tensorflow Project

Project Demo
Topics List
Installing TensorFlow
Importing Tensorflow to Pycharm
FAQ: Help with TensorFlow Installation
Constant Nodes and Sessions
Variable Nodes
Placeholder Nodes
Operation nodes
Loss, Optimizers, and Training
Building a Linear Regression Model
Tensorflow Project Files - Mammoth Interactive

Build Image Recognition Apps

Introduction to Upcoming Projects
Source Code - Mammoth Interactive

Stock Market Prediction

Project Demo
Project Overview
If Receiving JSON Parsing Error
Retrieving Data via RESTful API Call
Parsing JSON Data Pycharm Style
Formatting Data
Building the Model
Training and Testing The model
Freezing Graph
Setting up Android Project
Building UI
Requesting Data Via AsyncTask
Parsing JSON Data Android Style
Running Inference and Displaying Results
Stock Market Prediction Project Files - Mammoth Interactive

Text Prediction

Project Demo
Project Overview
Processing Text Data
Building Data Sets and Model Builder Function
Building Computational Graph
Writing Training and Testing Code
Training, Testing, and Freezing Graph
Setting up Android Project
Setting Up a User Interface
Setting up Vocab Dictionary
Formatting Input and Running Through Model
Interpreting Results and Summary
Text Prediction - Mammoth Interactive

Weather Prediction

Project Demo
Project Overview
Retrieving the Data
Formatting Datasets
Building Computational Graph
Writing Training, Testing, and Evaluating Functions
Training, Testing, and Freezing the Model
Setting up Android Project
Building the User Interface
Build App Backend and Project Summary
Weather Prediction - Mammoth Interactive

Build Scientific Analysis Apps

Introduction to Upcoming Projects
Source Code - Mammoth Interactive

Simple CIFAR10

Project Demo
Project Overview
Exploring CIFAR 10 Dataset
CIFAR 10 Android Fix
Formatting Input Data
Building the Model
Freezing Graph and Training Model
Setting up the Android Project
Setting up UI
Loading and Displaying Images
Formatting Image Data for Model Input
Predicting and Displaying Results
Project Summary
CIFAR 10 Project Files - Mammoth Interactive

Face Detection

Project Demo
Project Overview
Loading Face and Non Face Images
Reformatting Input Data
Building Model and Writing Train and Test Scripts
Freezing Graph and Training and Testing Model
Setting up Android Project
Setting up User Interface
Loading and Display Images
Formatting Data and Running Inference
Displaying Results and Summary
Facial Detection Project Files - Mammoth Interactive

Emotions Detection

Project Demo
Project Overview
Loading and Formatting Data
Building Train and Test Data Sets
Building the Model
Building Train, Test, and Prediction Functions
Training and Testing the Model
Setting up Android Project
Importing and Displaying Images
Convert Images and Running Inference
Displaying Results and Summary
Detecting Emotions Project Files - Mammoth Interactive
Bonus Lecture Community Newsletter

Screenshots

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1756580
udemy ID
6/19/2018
course created date
1/1/2020
course indexed date
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