Python For Software Engineering And Machine Learning

Learn And Completely Master Software Engineering And Machine Learning With Python

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