book

Python All-in-One For Dummies

by John Shovic, Alan Simpson

May 2019

Beginner

704 pages

16h 29m

English

For Dummies

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About This BookFoolish AssumptionsIcons Used in This BookBeyond the BookWhere to Go from Here
Why Python Is HotChoosing the Right PythonTools for SuccessWriting Python in VS CodeUsing Jupyter Notebook for Coding
Using Python Interactive ModeCreating a Python Development WorkspaceCreating a Folder for your Python CodeTyping, Editing, and Debugging Python CodeWriting Code in a Jupyter Notebook
The Zen of PythonObject-Oriented ProgrammingIndentations Count, Big TimeUsing Python Modules
Open the Python App FileTyping and Using Python CommentsUnderstanding Python Data TypesDoing Work with Python OperatorsCreating and Using VariablesWhat Syntax Is and Why It MattersPutting Code Together
Calculating Numbers with FunctionsStill More Math FunctionsFormatting NumbersGrappling with Weirder NumbersManipulating StringsUncovering Dates and TimesAccounting for Time ZonesWorking with Time Zones
Main Operators for Controlling the ActionMaking Decisions with ifRepeating a Process with forLooping with while

Defining and Using ListsWhat's a Tuple and Who Cares?Working with Sets
Creating a Data DictionaryLooping through a DictionaryData Dictionary MethodsCopying a DictionaryDeleting Dictionary ItemsFun with Multi-Key Dictionaries
Creating a FunctionCommenting a FunctionPassing Information to a FunctionReturning Values from FunctionsUnmasking Anonymous Functions
Mastering Classes and ObjectsCreating a ClassHow a Class Creates an InstanceGiving an Object Its AttributesGiving a Class MethodsUnderstanding Class Inheritance
Understanding ExceptionsHandling Errors GracefullyBeing Specific about ExceptionsKeeping Your App from CrashingAdding an else to the MixUsing try … except … else … finallyRaising Your Own Errors
Understanding Text and Binary FilesOpening and Closing FilesReading a File’s ContentsLooping through a FileReading and Copying a Binary FileConquering CSV FilesFrom CSV to Objects and Dictionaries
Organizing JSON DataUnderstanding SerializationLoading Data from JSON FilesDumping Python Data to JSON
How the Web WorksOpening a URL from PythonPosting to the Web with PythonScraping the Web with Python
Understanding the Python Standard LibraryExploring Python PackagesImporting Python ModulesMaking Your Own Modules
AI Is a Collection of TechniquesCurrent Limitations of AI
Understanding Neural NetworksBuilding a Simple Neural Network in PythonBuilding a Python Neural Network in TensorFlow
Learning by Looking for Solutions in All the Wrong PlacesClassifying Clothes with Machine LearningTraining and Learning with TensorFlowSetting Up the Software Environment for this ChapterCreating a Machine-Learning Network for Detecting Clothes TypesVisualizing with MatPlotLibLearning More Machine Learning
Limitations of the Raspberry Pi and AIAdding Hardware AI to the Raspberry PiAI in the CloudAI on a Graphics CardWhere to Go for More AI Fun in Python
Working with Big, Big DataCooking with Gas: The Five Step Process of Data Science
Doing Your First Data Science Project
What Is Big Data?Understanding the Google Cloud and BigQueryReading the Medicare Big DataLooking for the Most Polluted City in the World on an Hourly Basis
Physical Computing Is FunWhat Is a Raspberry Pi?Making Your Computer Do ThingsUsing Small Computers to Build Projects That Do and Sense ThingsThe Raspberry Pi: A Perfect Platform for Physical Computing in PythonControlling the LED with Python on the Raspberry PiBut Wait, There Is More …
So What Is a Grove Connector?Selecting Grove Base UnitsThe Four Types of Grove ConnectorsThe Four Types of Grove SignalsUsing Grove Cables to Get Connected
Understanding I2CA Fun Experiment for Measuring Oxygen and a FlameBuilding a Dashboard on Your Phone Using Blynk and Python
Exploring Electric MotorsControlling Motors with a Computer
A Robot Is Not Always like a HumanNot Every Robot Has Arms or WheelsUnderstanding the Main Parts of a RobotProgramming Robots
Introducing the Mars Rover PiCar-BAssembling the Robot
Building a Simple High-Level Python InterfaceMaking a Single Move with PythonFunctions of the RobotInterface ClassCoordinating Motor Movements with SensorsMaking a Python Brain for Our Robot
This Chapter’s Project: Going to the DogsSetting Up the ProjectMachine Learning Using TensorFlowTesting the Trained NetworkTaking Cats and Dogs to Our RobotOther Things You Can Do with AI Techniques and the RobotAI and the Future of Robotics