Python For Software Engineering And Machine Learning

What you'll learn
You Will Learn the basics of Python such as variables, strings, Booleans, lists, tuples, dictionaries, generators
You will learn and Master Machine Learning With Python
You will learn and Master Software Engineering With Python
Much More
Requirements
No prior programming experience needed. You will learn more than everything you need to know.
Description
Python For Software Engineering And Machine Learning: The Complete MasterClassLearn And Completely Master Every Aspect of Software Engineering And Machine Learning ALL With PythonPython is a high-level, general-purpose programming language. Its design philosophy emphasizes code readability with the use of significant indentation. This hands-on course will make you a skilled Python software engineer AND Python Machine Learning Expert with no prior programming experience needed.You will start by learning the basics of Python such as variables, strings, Booleans, lists, tuples, dictionaries, generators, and so on as well as learning to write the first service test. Furthermore, you will learn to send requests in Python and understand how to modify permissions. You will also be able to explore Docker and SQL and learn to set up a local PostgreSQL Server. You will learn all about creating tables using query results also.Moving further in the course, you will learn to integrate databases into your application and create database models in Python. You will be introduced to Redis and learn all about data compression. You will also get to know how to set up a GitHub desktop, and clone a repository as well as GitHub CLI. You will wrap up the course by having a look at threading in Python, multiprocessing pool, and async wait statements.By the end of this course, you will be an expert with developing applications with Python, have a portfolio item, and be ready to apply for software engineer positions and ACE those technical interviews.Course Curriculum And What You'll LearnIntroduction SectionSetting Up Your Coding EnvironmentIn this Lecture, you will learn all about the installation of PyCharm.Installing PythonThis Lecture explains the installation of Python.Writing Your First ProgramThis Lecture extensively covers how to write your first Python program.VariablesThis Lecture explains variables in Python.StringThis Lecture explains strings in Python.Integers, Floats, and Type CastingThis Lecture explains integers, floats, and typecasting in Python.Booleans and Boolean OperationsThis Lecture explains Booleans and Boolean operations in Python.None TypesThis Lecture explains the 'none' datatype in Python.ListsThis Lecture explains lists in Python.TuplesThis Lecture explains tuples in Python.DictionariesThis Lecture explains dictionaries in Python.Formatting Strings and Writing CommentsThis Lecture explains how to write comments and format strings in Python.If Statements In PythonThis Lecture explains If statements.Elif and Else Statements In PythonThis Lecture explains the elif and else statements.For LoopsThis Lecture explains for loops in Python.While Loops In PythonThis Lecture explains while loops.FunctionsThis Lecture explains functions in Python.Function Parameters In PythonThis Lecture explains function parameters.Global Variables In PythonThis Lecture explains global variables.File HandlingThis Lecture explains file handling in Python.Virtual Environments In PythonThis video explains virtual environments In Python.Launching Your First Python ApplicationThis Lecture explains launching your first Python application.Classes In PythonThis Lecture explains classes in Python.Classes Inheritance In PythonThis Lecture explains classes inheritance In Python.DecoratorsThis Lecture explains decorators in Python.GeneratorsIn Lecture, you will learn all about generators in Python.JSON and Text ResponseThis Lecture explains JSON and text response.TypingThis Lecture explains that when we write Python code, we do not define the datatypes, values, and so on.Response ModelsThis Lecture explains response models.Expanded Field InformationThis Lecture explains the concept of expanded field information.Path ParametersThis Lecture explains Path parameters.Request BodiesThis Lecture explains request bodies.Query ParametersThis Lecture explains the query parameters.Put and DeleteThis video explains put and delete request types.DocstringsThis Lecture explains docstrings.Async FunctionsThis Lecture explains async functions.Directory StructureThis Lecture explains the directory structure.API Routers ContinuedThis Lecture explains API routers.Environment VariablesIn this Lecture, you will learn all about environment variables.HTTP Status CodesThis Lecture explains the HTTP status codes.ExceptionsThis Lecture explains exceptions in Python.LoggingThis Lecture explains how to implement logging and its benefits.Logging FormatterThis Lecture explains the concept of logging formatter.Custom Exception HandlersThis Lecture explains custom exception handlers.Headers and DependenciesThis Lecture explains headers and dependencies.Testing SectionPytest IntroductionThis Lecture introduces you to Pytest.Writing Your First Service TestThis Lecture explains how to write your first service test.FixturesThis Lecture explains fixtures in Python.Integration TestsThis Lecture explains integration tests.Testing for ExceptionsThis Lecture explains testing for exceptions.Sending Requests in PythonThis Lecture explains sending requests in Python.Sending Async RequestsThis Lecture explains sending async requests.Testing Synchronous RequestsThis Lecture explains testing synchronous requests.Testing Async RequestsThis Lecture explains testing async requests.Test CoverageThis Lecture explains test coverage.MyPy Round 2This Lecture explains more about MyPy.Introduction to the Terminal SectionDigital Ocean SetupThis Lecture explains the setup of Digital Ocean.SSH on WindowsThis Lecture explains SSH on Windows.Connecting with SSHThis Lecture explains connecting with SSH.Basic NavigationThis Lecture covers basic navigation.Creating FoldersThis Lecture covers creating folders.Creating FilesThis Lecture covers creating files.Removing Folders and FilesThis Lecture covers removing folders and files.Moving, Renaming, and Copying Files and FoldersThis Lecture covers moving, renaming, and copying files and folders.Environment VariablesThis Lecture covers environment variables.Piping and RedirectingThis Lecture covers piping and redirecting.Super User and Running Pythons ScriptsThis Lecture covers super user and running Pythons scripts.Executables and Modifying PermissionsThis Lecture covers executables and modifying permissions.Sending RequestsThis Lecture covers sending requestsDocker SectionDocker IntroductionThis Lecture introduces you to Docker.Creating a DockerfileThis Lecture covers creating a Dockerfile.Multistage BuildThis Lecture covers multistage build.Docker ComposeThis Lecture covers Docker Compose.MakefileThis Lecture covers Makefile.SQL SectionIntroduction to Relational DatabasesThis Lecture introduces you to relational databases.Data Types and SchemasThis Lecture thoroughly explains data types and schemas.[Mac] Setting Up a Local PostgreSQL ServerThis Lecture covers setting up a local PostgreSQL server for Mac.[Windows] Setting Up a Local PostgreSQL ServerThis Lecture covers setting up a local PostgreSQL server for Windows.[Mac] SQL Editor PosticoThis Lecture covers SQL Editor Postico for Mac.SQL Editor DataGripThis Lecture covers SQL Editor DataGrip.SQL Editor CLIThis Lecture extensively covers SQL Editor CLI.Creating and Removing a DatabaseThis Lecture extensively covers creating and removing a database.Creating SchemasThis Lecture covers Creating schemas.Creating TablesThis Lecture covers creating tables.Altering TablesThis Lecture covers altering tables.Enumerated TypesThis Lecture covers enumerated types.Inserting ValuesThis Lecture covers inserting values.Running an SQL ScriptThis Lecture explains how to run an SQL script.Reading DataThis Lecture explains reading data.Creating Tables Using Query ResultsThis Lecture explains creating tables using query results.Aliases and OrderingThis Lecture explains aliases and ordering.Conditional Filtering Direct ComparisonsThis Lecture explains conditional filtering direct comparisons.Conditional Filtering Grouped ComparisonsThis Lecture explains conditional filtering grouped comparisons.Joining ConditionalsThis Lecture explains joining conditionals in SQL.Negating ConditionalsThis video explains negating conditionals in SQL.Filtering Null ValuesThis Lecture explains filtering the null values in SQL.Creating New Columns and ArithmeticThis Lecture explains how to create new columns and arithmetic.Datatype ConversionsThis Lecture explains datatype conversions in SQL.Logic StatementsThis Lecture explains logic statements in SQL.Manipulating StringsThis Lecture explains manipulating strings in SQL.String Positional InformationThis Lecture explains string positional information in SQL.String Subsets and ConcatenationsThis Lecture explains string subsets and concatenations.String ReplacementsThis Lecture explains string replacements in SQL.Date and TimeThis Lecture explains date and time in SQL.Date and Time IntervalsThis Lecture explains date and time intervalsin SQL.CommentsThis Lecture explains the comments in SQL.Aggregation FunctionsThis Lecture explains aggregation functions in SQL.Grouping and Filtering AggregationsThis Lecture explains grouping and filtering aggregations in SQL.Inner JoinThis Lecture explains inner join in SQL.Left, Right, and Outer JoinsThis Lecture explains left, right, and outer joins in SQL.Self JoinsThis Lecture explains self joins in SQL.UnionsThis Lecture explains unions in SQL.SubqueriesThis Lecture explains subqueries in SQL.Common Table Expression (CTEs)This Lecture explains CTEs in SQL.Window Functions and AliasesThis Lecture explains window functions and aliases in SQL.Row Numbers and RanksThis Lecture explains row numbers and ranks.Using Other Rows with Window FunctionsThis Lecture explains using other rows with window functions.NTilesThis Lecture explains NTiles in SQL.Understanding Query PerformanceThis Lecture explains query performance in SQL.Integrating Databases into Your Application SectionAdding Postgres to Your Docker ComposeThis Lecture explains adding Postgres to your Docker Compose.Creating Database Models in PythonThis Lecture explains creating database models in Python.Database MigrationsThis Lecture explains database migrations.SQLAlchemy ORMThis Lecture introduces you to SQLAlchemy ORM.Creating a Database ClientThis Lecture explains how to create a database client.Updating Your Application to Read from the DatabaseThis Lecture explains updating our application to read from the database.Database InsertsThis Lecture explains database inserts.Database UpdatesThis Lecture explains database updates.Database DeletesThis Lecture explains database deletes.Async Database QueriesThis Lecture explains async database queries.Async UpdatesThis Lecture explains async updates.Updating Unit Tests to Work with the DatabaseThis Lecture explains updating unit tests to work with the database.Updating Integration Tests to Work with the DatabaseThis Lecture explains updating integration tests to work with the database.SQLite for TestingThis Lecture explains SQLite for testing.MockingThis Lecture explains mocking.Caching SectionRedis IntroductionThis Lecture introduces you to Redis.Adding Caching to Your ApplicationThis Lecture explains adding caching to your application.Redis Hash IntroductionThis Lecture introduces you to Redis Hash.Redis Sets IntroductionThis Lecture introduces you to Redis Sets.Adding Hash Caching to Pagination EndpointThis Lecture explains adding hash caching to pagination endpoint.Python Object SerializationThis Lecture explains Python object serialization.Cache FlushingThis Lecture explains cache flushing.Data CompressionThis Lecture explains data compression.Linting SectionMyPy ConfigurationsThis Lecture explains the MyPy configurations.Import SortingThis Lecture explains import sorting.Automatic Code FormattingThis Lecture explains automatic code formatting.Additional Code CheckingThis Lecture explains additional code checking.Github SectionGitHub Credentials SetupThis Lecture explains how to set up GitHub credentials.GitHub Desktop SetupThis Lecture explains how to set up GitHub Desktop.Cloning a RepositoryThis Lecture shows you how to clone a GitHub repository.Pushing a Local Repository to GitHubThis Lecture explains how to push a local repository GitHub.Reverting and Squashing CommitsThis Lecture explains reverting and squashing Commits.GitHub BranchesThis Lecture explains GitHub branches.Pull RequestThis Lecture explains what a Pull request is.Precommit HooksThis Lecture thoroughly explains Precommit hooks.GitHub CLIThis Lecture thoroughly explains GitHub CLI.Tagged ReleaseThis Lecture thoroughly explains tagged release.Reading DocumentationThis Lecture thoroughly explains reading documentation.Concurrent and Parallel Programming SectionThreading, Multiprocessing, and Async IntroductionThis Lecture explains threading, multiprocessing, and async statements.Threading in PythonThis Lecture explains threading in Python.Creating a Threading Class With PythonThis Lecture explains how to create a threading class with Python.Creating a Wikipedia ReaderThis Lecture explains how to create a Wikipedia Reader.Creating a Yahoo Finance ReaderThis Lecture explains creating a Yahoo Finance Reader.Queues and Master SchedulerThis Lecture explains queues and master scheduler.Creating a Postgres WorkerThis Lecture explains how to create Postgres Worker.Integrating the Postgres WorkerThis Lecture explains integrating the Postgres Worker.Yaml File IntroductionThis Lecture introduces you to Yaml file.Creating a Yaml ReaderThis Lecture explains how to create a Yaml Reader.Improving Your Wiki WorkerThis Lecture explains improving your Wiki Worker.Improving All Workers and Adding MonitoringThis Lecture explains improving all workers and adding monitoring.Final Program Clean-UpThis Lecture explains final program clean-up.LockingThis Lecture explains Locking.Multiprocessing IntroductionThis Lecture introduces you to multiprocessing.Multiprocessing QueuesThis Lecture explains multiprocessing queues.Multiprocessing PoolThis Lecture explains multiprocessing pool.Multiprocessing Pool Map Multiple ArgumentsThis Lecture explains multiprocessing pool map multiple arguments.Multiprocessing Multiple Varying ArgumentsThis Lecture explains multiprocessing multiple varying arguments.Multiprocessing Checking Elements in List in Certain RangesThis Lecture explains multiprocessing checking elements in list in certain ranges.Introduction to Writing Asynchronous ProgramsThis Lecture introduces you to writing asynchronous programs.Asynchronous TasksThis Lecture explains asynchronous tasks.Async Gather MethodThis Lecture explains the async Gather method.Using Async TimeoutsThis Lecture explains using async timeouts.Creating Asynchronous For LoopsThis Lecture explains how to create asynchronous 'for' loops.Using Asynchronous LibrariesThis Lecture explains using asynchronous libraries.The Async Wait StatementThis Lecture explains the async wait statement.Combining Async and MultiprocessingThis Lecture explains combining async and multiprocessing.
Overview
Section 1: Introduction Section
Lecture 1 Setting Up Your Coding Environment
Lecture 2 Installing Python
Lecture 3 Writing Your First Program
Lecture 4 Variables
Lecture 5 Strings
Lecture 6 Integers, Floats, and Type Casting
Lecture 7 Booleans and Boolean Operations
Lecture 8 None Types
Lecture 9 Lists
Lecture 10 Tuples
Lecture 11 Dictionaries
Lecture 12 Formatting Strings and Writing Comments
Lecture 13 If Statements In Python
Lecture 14 Elif and Else Statements In Python
Lecture 15 For Loops
Lecture 16 While Loops In Python
Lecture 17 Functions
Lecture 18 Function Parameters In Python
Lecture 19 Global Variables In Python
Lecture 20 File Handling
Lecture 21 Virtual Environments In Python
Lecture 22 Launching Your First Python Application
Lecture 23 Classes In Python
Lecture 24 Classes Inheritance In Python
Lecture 25 Decorators
Lecture 26 Generators
Lecture 27 JSON and Text Response
Lecture 28 Typing
Lecture 29 Response Models
Lecture 30 Expanded Field Information
Lecture 31 Path Parameters
Lecture 32 Request Bodies
Lecture 33 Query Parameters
Lecture 34 Put and Delete
Lecture 35 Docstrings
Lecture 36 Async Functions
Lecture 37 Directory Structure
Lecture 38 API Routers Continued
Lecture 39 Environment Variables
Lecture 40 HTTP Status Codes
Lecture 41 Exceptions
Lecture 42 Logging
Lecture 43 Logging Formatter
Lecture 44 Custom Exception Handlers
Lecture 45 Headers and Dependencies
Section 2: Testing
Lecture 46 Pytest Introduction
Lecture 47 Writing Your First Service Test
Lecture 48 Fixtures
Lecture 49 Integration Tests
Lecture 50 Testing for Exceptions
Lecture 51 Sending Requests in Python
Lecture 52 Sending Async Requests
Lecture 53 Testing Synchronous Requests
Lecture 54 Testing Async Requests
Lecture 55 Test Coverage
Section 3: Introduction to the Terminal Section
Lecture 56 Digital Ocean Setup
Lecture 57 SSH on Windows
Lecture 58 Connecting with SSH
Lecture 59 Basic Navigation
Lecture 60 Creating Folders
Lecture 61 Creating Files
Lecture 62 Removing Folders and Files
Lecture 63 Moving, Renaming, and Copying Files and Folders
Lecture 64 Environment Variables
Lecture 65 Piping and Redirecting
Lecture 66 Super User and Running Pythons Scripts
Lecture 67 Executables and Modifying Permissions
Lecture 68 Sending Requests
Section 4: Docker Section
Lecture 69 Docker Introduction
Lecture 70 Creating a Dockerfile
Lecture 71 Multistage Build
Lecture 72 Docker Compose
Lecture 73 Makefile
Section 5: SQL
Lecture 74 Introduction to Relational Databases
Lecture 75 Data Types and Schemas
Lecture 76[Mac] Setting Up a Local PostgreSQL Server
Lecture 77[Windows] Setting Up a Local PostgreSQL Server
Lecture 78[Mac] SQL Editor Postico
Lecture 79 SQL Editor DataGrip
Lecture 80 SQL Editor CLI
Lecture 81 Creating and Removing a Database
Lecture 82 Creating Schemas
Lecture 83 Creating Tables
Lecture 84 Altering Tables
Lecture 85 Enumerated Types
Lecture 86 Inserting Values
Lecture 87 Running an SQL Script
Lecture 88 Reading Data
Lecture 89 Creating Tables Using Query Results
Lecture 90 Aliases and Ordering
Lecture 91 Conditional Filtering Direct Comparisons
Lecture 92 Conditional Filtering Grouped Comparisons
Lecture 93 Joining Conditionals
Lecture 94 Negating Conditionals
Lecture 95 Filtering Null Values
Lecture 96 Creating New Columns and Arithmetic
Lecture 97 Datatype Conversions
Lecture 98 Logic Statements
Lecture 99 Manipulating Strings
Lecture 100 String Positional Information
Lecture 101 String Subsets and Concatenations
Lecture 102 String Replacements
Lecture 103 Date and Time
Lecture 104 Date and Time Intervals
Lecture 105 Comments
Lecture 106 Aggregation Functions
Lecture 107 Grouping and Filtering Aggregations
Lecture 108 Inner Join
Lecture 109 Left, Right, and Outer Joins
Lecture 110 Self Joins
Lecture 111 Unions
Lecture 112 Subqueries
Lecture 113 Common Table Expression (CTEs)
Lecture 114 Window Functions and Aliases
Lecture 115 Row Numbers and Ranks
Lecture 116 Using Other Rows with Window Functions
Lecture 117 NTiles
Lecture 118 Understanding Query Performance
Section 6: Integrating Databases into Your App
Lecture 119 Adding Postgres to Your Docker Compose
Lecture 120 Creating Database Models in Python
Lecture 121 Database Migrations
Lecture 122 SQL Alchemy ORM
Lecture 123 Creating a Database Client
Lecture 124 Updating your Application to Read from the Database
Lecture 125 Database Inserts
Lecture 126 Database Updates
Lecture 127 Database Deletes
Lecture 128 Async Database Queries
Lecture 129 Async Updates
Lecture 130 Updating Unit Tests to Work with the Database
Lecture 131 Updating Integration Tests to Work with the Database
Lecture 132 SQLite for Testing
Lecture 133 Mocking
Section 7: Caching
Lecture 134 Redis Introduction
Lecture 135 Adding Caching to Your Application
Lecture 136 Redis Hash Introduction
Lecture 137 Redis Sets Introduction
Lecture 138 Adding Hash Caching to Pagination Endpoint
Lecture 139 Python Object Serialization
Lecture 140 Cache Flushing
Lecture 141 Data Compression
Section 8: Linting Section
Lecture 142 MyPy Configurations
Lecture 143 Import Sorting
Lecture 144 Automatic Code Formatting
Lecture 145 Additional Code Checking
Section 9: Github Section
Lecture 146 GitHub Credentials Setup
Lecture 147 GitHub Desktop Setup
Lecture 148 Cloning a Repository
Lecture 149 Pushing a Local Repository to GitHub
Lecture 150 Reverting and Squashing Commits
Lecture 151 GitHub Branches
Lecture 152 Pull Request
Lecture 153 Precommit Hooks
Lecture 154 GitHub CLI
Lecture 155 Tagged Release
Lecture 156 Reading Documentation
Section 10: Concurrent and Parallel Programming Section
Lecture 157 Threading, Multiprocessing, and Async Introduction
Lecture 158 Threading in Python
Lecture 159 Creating a Threading Class With Python
Lecture 160 Creating a Wikipedia Reader
Lecture 161 Creating a Yahoo Finance Reader
Lecture 162 Queues and Master Scheduler
Lecture 163 Creating a Postgres Worker
Lecture 164 Integrating the Postgres Worker
Lecture 165 Yaml File Introduction
Lecture 166 Creating a Yaml Reader
Lecture 167 Improving Your Wiki Worker
Lecture 168 Improving All Workers and Adding Monitoring
Lecture 169 Final Program Clean-Up
Lecture 170 Locking
Lecture 171 Multiprocessing Introduction
Lecture 172 Multiprocessing Queues
Lecture 173 Multiprocessing Pool
Lecture 174 Multiprocessing Pool Map Multiple Arguments
Lecture 175 Multiprocessing Multiple Varying Arguments
Lecture 176 Multiprocessing Checking Elements in List in Certain Ranges
Lecture 177 Introduction to Writing Asynchronous Programs
Lecture 178 Asynchronous Tasks
Lecture 179 Async Gather Method
Lecture 180 Using Async Timeouts
Lecture 181 Creating Asynchronous "For" Loops
Lecture 182 Using Asynchronous Libraries
Lecture 183 The Async Wait Statement
Lecture 184 Combining Async and Multiprocessing
Everyone serious about becoming an expert professional Software Engineer With Python and a Machine Learning Expert With Python
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