Data Mastery: Unifying Big Data and Cloud Technologies

سرفصل های دوره

A Comprehensive Guide to Scala, Spark, MongoDB, AWS, and Azure for Data Processing, Storage, and Cloud Mastery

1 - Scala SparkMaster Big Data with Scala and Spark

1 - Link for the Courses Materials and Codes.html

2 - Introduction Why Scala

3 - Introduction Scala Applications

4 - Introduction About the Instructor

5 - Introduction Introduction to Course

6 - Introduction Projects Overview

7 - Overview What is Scala

8 - Overview Scala Setup Local Machine

9 - Overview Scala Setup Online

10 - Overview Variables in Scala

11 - Overview Arithamatic Operations on Variables1

12 - Overview Arithamatic Operations on Variables2

13 - Overview Quiz Arithmatic Operations

14 - Overview Solution Arithmatic Operations

15 - Overview Quiz Strings

16 - Overview Solution Strings

17 - Overview Type Casting

18 - Overview Taking input from User

19 - Overview Quiz User Input and Type Casting

20 - Overview Solution User Input and Type Casting

21 - Flow Control Overview of Control Statements

22 - Flow Control If else statements

23 - Flow Control Conditions in If

24 - Flow Control Quiz if statement

25 - Flow Control Solution if statement

26 - Flow Control Nested if else

27 - Flow Control Quiz nested if else

28 - Flow Control Solution nested if else

29 - Flow Control Logical operators

30 - Flow Control Quiz Logical operators

31 - Flow Control Solution Logical operators

32 - Flow Control If else if

33 - Flow Control Quiz if else if

34 - Flow Control Solutionif else if

35 - Flow Control Overview of Loops

36 - Flow Control Overview of While Loop

37 - Flow Control While Loop

38 - Flow Control Quiz while loop

39 - Flow Control Solution 1 while loop

40 - Flow Control Solution 2 while loop

41 - Flow Control Do While Loop

42 - Flow Control For Loop

43 - Flow Control Quiz For Loop

44 - Flow Control Solution For Loop

45 - Flow Control QuizFor Loop

46 - Flow Control SolutionFor Loop

47 - Flow Control Break

48 - Flow Control Break Fix

49 - Flow Control Project Overview

50 - Flow Control Project Solution Design

51 - Flow Control Project Solution Code 1

52 - Flow Control Project Solution Code 2

53 - Flow Control Project Solution Code 3

54 - Flow Control Project Solution Code 4

55 - Functions Overview of Functions

56 - Functions Writing addition function

57 - Functions Quiz Basic Function

58 - Functions Solution Basic Function

59 - Functions Functions common issues

60 - Functions Named Arguments

61 - Functions Quiz String Concatination Function

62 - Functions Solution String Concatination Function

63 - Functions Quiz Dividing Code in Functions

64 - Functions Solution Dividing Code in Functions

65 - Functions Default Arguments

66 - Functions QuizDefault Arguments

67 - Functions SolutionDefault Arguments

68 - Functions Anonymous Functions

69 - Functions QuizAnonymous Functions

70 - Functions SolutionAnonymous Functions

71 - Functions Scopes

72 - Functions Project Overview

73 - Functions Checking Credentials

74 - Functions Prompting the menu

75 - Functions Baisc Functions

76 - Functions Breaking code in more functions

77 - Functions Final Run

78 - Classes Introduction to Classes

79 - Classes Creating Class

80 - Classes Class Constructor

81 - Classes Functions and Classes

82 - Classes Project Overview

83 - Classes Basic Strucuture

84 - Classes Final Run

85 - Data Structures Introduction of Data Structures

86 - Data Structures Lists introduction

87 - Data Structures Lists Create and Delete Elements

88 - Data Structures Lists Take

89 - Data Structures ListBuffer Introduction

90 - Data Structures Add data in ListBuffer

91 - Data Structures Remove data from ListBuffer

92 - Data Structures Take data from ListBuffer

93 - Data Structures Project Overview

94 - Data Structures Project Architecture Discussion

95 - Data Structures Project Architecture Implementation

96 - Data Structures User Input for Objects

97 - Data Structures Implementing the control flow

98 - Data Structures Creating Required Functions inside Class

99 - Data Structures Overview of Maps

100 - Data Structures Creating Maps

101 - Data Structures Check Key in Map

102 - Data Structures Update Value in Map

103 - Data Structures Add and Remove items from Maps

104 - Data Structures Iterating on Maps

105 - Data Structures Project Overview

106 - Data Structures Project Architecture

107 - Data Structures Project Structure Code

108 - Data Structures Using Maps for word count

109 - Data Structures Final Run

110 - Data Structures Sets Overview

111 - Data Structures Add and Remove Item from the Set

112 - Data Structures Set Operations

113 - Data Structures Overview of Stack

114 - Data Structures Push and Pop in Stack

115 - Data Structures Stack Attributes

116 - Data Structures Project Overview

117 - Data Structures Project Architecture

118 - Data Structures Extra Closing Bracket Use Case

119 - Data Structures Extra Starting Bracket Use Case

120 - Project Project Introduction

121 - Project Why Spark

122 - Project Hadoop EcoSystem

123 - Project Spark Architecture

124 - Project Spark EcoSystem

125 - Project DataBricks Account

126 - Project Setting up DataBricks Cluster

127 - Project Spark Local Setup

128 - Project Spark Hadoop Setup

129 - Project Spark RDDs

130 - Project Spark RDDs textFile collect

131 - Project Spark Local Run

132 - Project Understanding Map

133 - Project Understanding Flat Map

134 - Project Understanding Reduce By Key

135 - Project Word Count Example

136 - Project Spark DFs

137 - Project Spark DF Read Data

138 - Project Spark Print Schema Select

139 - Project Spark GroupBy

140 - Project Spark DF Write

141 - Project Creating S3 bucket

142 - Project Creating Database in RDS

143 - Project Performing ETL

2 - MongoDB Mastery Your Essential Guide to Dominating Database

144 - Link for the Courses Materials and Codes.html

145 - Introduction Why MongoDB

146 - Introduction Applications of MongoDB

147 - Introduction Instructor Introduction

148 - Introduction Whats inside

149 - Introduction Methodology

150 - Introduction Project

151 - Overview SQL Schema

152 - Overview NoSQL Schema

153 - Overview Installing MongoDB

154 - Overview Setting Enviroment Variable

155 - Overview Analogies

156 - Basic Mongo Operations Basic Database commands

157 - Basic Mongo Operations Basic Database commands

158 - Basic Mongo Operations Basic Collection Commands

159 - Basic Create Operation Introduction to module

160 - Basic Create Operation Create Document Single

161 - Basic Create Operation Create Documents Many

162 - Basic Create Operation Quiz Create Documents

163 - Basic Create Operation Solution Create Docuements

164 - Basic Create Operation Quiz Create Document

165 - Basic Create Operation Solution Create Document

166 - Basic Create Operation Outro

167 - Basic Update Operation Introduction

168 - Basic Update Operation Update Documents Sinlge Filter

169 - Basic Update Operation Update Documents

170 - Basic Update Operation Quiz Update Operation

171 - Basic Update Operation Solution Update Operation

172 - Basic Update Operation Quiz Update Operation

173 - Basic Update Operation Solution Update Operation

174 - Basic Update Operation Solution Update Operation

175 - Basic Update Operation Outro

176 - Basic Read Operation Introduction

177 - Basic Read Operation Read Documents

178 - Basic Read Operation Quiz Read Documents

179 - Basic Read Operation Solution Read Documents

180 - Basic Read Operation Quiz Read Documents

181 - Basic Read Operation Solution Read Documents

182 - Basic Read Operation Outro

183 - Basic Delete Operation Introduction

184 - Basic Delete Operation Delete Document

185 - Basic Delete Operation Quiz Delete Operation

186 - Basic Delete Operation Solution Delete Operation

187 - Basic Delete Operation Quiz Delete Operation

188 - Basic Delete Operation Solution Delete Operation

189 - Basic Delete Operation Outro

190 - Query and projection operators Module Introduction

191 - Query and projection operators eq Operator

192 - Query and projection operators gt Operator

193 - Query and projection operators lt Operator

194 - Query and projection operators in Operator

195 - Query and projection operators ne Operator

196 - Query and projection operators nin Operator

197 - Query and projection operators and Operator

198 - Query and projection operators or Operator

199 - Query and projection operatorsnot Operator

200 - Query and projection operators exists Operator

201 - Query and projection operators types Operator

202 - Query and projection operators expr Operator

203 - Query and projection operators mod Operator

204 - Query and projection operators text Operator

205 - Query and projection operators all Operator

206 - Query and projection operators elemMatch Operator

207 - Query and projection operators size Operator

208 - Query and projection operators Operator

209 - Query and projection operators slice Operator

210 - Query and projection operators Quiz eq

211 - Query and projection operators Solution eq

212 - Query and projection operators Quiz gt

213 - Query and projection operators Solution gt

214 - Query and projection operators Quiz gte

215 - Query and projection operators Solution gte

216 - Query and projection operators Quiz in

217 - Query and projection operators Solution in

218 - Query and projection operators Quiz lt

219 - Query and projection operators Solution lt

220 - Query and projection operators Quiz lte

221 - Query and projection operators Solution lte

222 - Query and projection operators Solution lte

223 - Query and projection operators Quiz ne

224 - Query and projection operators Solution ne

225 - Query and projection operators Quiz nin

226 - Query and projection operators Solution nin

227 - Query and projection operators Solution nin

228 - Query and projection operators Solution nin

229 - Query and projection operators Quiz and

230 - Query and projection operators Solution and

231 - Query and projection operators Quiz or

232 - Query and projection operators Solution or

233 - Query and projection operators Solution or

234 - Query and projection operators Quiz not

235 - Query and projection operators Solution not

236 - Query and projection operators Solution not

237 - Query and projection operators Solution not

238 - Query and projection operators Quiz exists

239 - Query and projection operators Solution exists

240 - Query and projection operators Quizexpr

241 - Query and projection operators Solutionexpr

242 - Query and projection operators Quizmod

243 - Query and projection operators Solutionmod

244 - Query and projection operators Quiztext

245 - Query and projection operators Solutiontext

246 - Query and projection operators Quizall

247 - Query and projection operators Solutionall

248 - Query and projection operators Solutionall

249 - Query and projection operators QuizelemMatch

250 - Query and projection operators SolutionelemMatch

251 - Query and projection operators SolutionelemMatch

252 - Query and projection operators Quizsize

253 - Query and projection operators Solutionsize

254 - Update Operators currentDate operator

255 - Update Operators currentDate operator

256 - Update Operators inc operator

257 - Update Operators inc operator

258 - Update Operators min operator

259 - Update Operators max operator

260 - Update Operators mul operator

261 - Update Operators rename operator

262 - Update Operators set operator

263 - Update Operators set operator

264 - Update Operators unset operator

265 - Update Operators addToSet operator

266 - Update Operators pop operator

267 - Update Operators pull operator

268 - Update Operators push operator

269 - Update Operators each operator

270 - Update Operators position operator

271 - Update Operators sort operator

272 - Update Operators Quiz Update Operators

273 - Update Operators Solution Update Operators

274 - Update Operators Solution Update Operators

275 - Update Operators Solution Update Operators

276 - Update Operators Solution Update Operators

277 - Update Operators Quiz Update Operators

278 - Update Operators Solution Update Operators

279 - Update Operators Solution Update Operators

280 - Update Operators Solution Update Operators

281 - Mongo with Node Installing Node on local machine

282 - Mongo with Node Installing VS code

283 - Mongo with Node Mongo atlas

284 - Mongo with Node Create Cluster on Mongo atlas

285 - Mongo with Node Creating User in Atlas

286 - Mongo with Node Network Access

287 - Mongo with Node Database and Collections

288 - Mongo with Node Connect Node with Mongo

289 - Mongo with Node Get databases

290 - Mongo with Node Insert in Mongo using Node

291 - Mongo with Node Read from Mongo using Node

292 - Mongo with Node Update in Mongo using Node

293 - Mongo with Node Delete from Mongo using Node

294 - Mongo with Python PyCharm

295 - Mongo with Python Creating Connection

296 - Mongo with Python Insert in Mongo using Python

297 - Mongo with Python Read from Mongo using Python

298 - Mongo with Python Update in Mongo using Python

299 - Mongo with PythonDelete in Mongo using Python

300 - Django with Mongo Django Installation

301 - Django with Mongo Creating App

302 - Django with Mongo Setting up Django with Mongo

303 - Django with Mongo Django Migrations

304 - Django with Mongo Django Urls and Views

305 - Django with Mongo Django with Postman

306 - Django with Mongo Django get Data from Postman

307 - Django with Mongo Insert in Mongo using Django

308 - Django with Mongo Read from Mongo using Django

309 - Django with Mongo Update in Mongo using Django

310 - Django with Mongo Detele in Mongo using Django

311 - Spark With Mongo Databricks for Spark

312 - Spark With Mongo Installing Libraries

313 - Spark With Mongo Data Overview

314 - Spark With Mongo ETL

3 - AWS Essentials Master Cloud Computing from Scratch AWS

315 - Link for the Courses Materials and Codes.html

316 - Introduction Introduction to Course

317 - Introduction What is AWS

318 - Introduction to AWS Creating AWS Account

319 - Introduction to AWS Exploring AWS Management Console

320 - Introduction to AWS Overview of AWS Services

321 - Introduction to AWS AWS Services

322 - Introduction to AWS IAM Policy Overview

323 - Introduction to AWS IAM Demo

324 - Compute and Storage Services Simple Storage Service

325 - Compute and Storage Services S3 Versioning

326 - Compute and Storage Services S3 Lifecyle

327 - Compute and Storage Services S3 Event Triggers

328 - Compute and Storage Services Introduction to AWS Lambda

329 - Compute and Storage Services Parsing Event in Lambda

330 - Compute and Storage Services Lambda Layer Introduction

331 - Compute and Storage Services Creating Lambda Layer

332 - Compute and Storage Services How to add Layer

333 - Compute and Storage Services AWS Glue

334 - Compute and Storage Services AWS Glue Job

335 - Compute and Storage Services Glue Crawler

336 - Infrastructure as Code and Automation Introduction to Cloudformation

337 - Infrastructure as Code and Automation Creating S3 Bucket using Cloudformation

338 - Infrastructure as Code and Automation AWS CLI

339 - Network and database Introduction to Virtual Private Cloud

340 - Network and database Creating Virtual Private Cloud using Console

341 - Network and database AWS Relational Database Service

342 - Network and database Creating RDS Database using Console

343 - Network and database Accessing RDS Instance using Glue

344 - Network and database Introduction to AWS Redshift

345 - Network and database Creating Redshift Cluster in Console

346 - Network and database Dynamodb

347 - Network and database Creating and Accessing Dynamodb Table

348 - Additional Services Introduction to AWS Security and Simple Queue Service

349 - Additional Services Accessing Secret Manager and Key Management Service using Console

350 - Additional Services Creating a Queue in Simple Queue Service

351 - Additional Services Introduction to Simple Notification Service

352 - Additional Services Creating and Sending Email using Simple Notification Service

353 - Hands On Exercise Problem Statement

354 - Hands On Exercise Proposed Solution

355 - Hands On Exercise Exploring the Lambda Function

356 - Hands On Exercise Testing the Pipeline

357 - Hands On Exercise Analyze the Data using Athena

4 - Azure Cloud Mastery Elevate Your Azure Cloud Data Skills

358 - Link for the Courses Materials and Codes.html

359 - Introduction Introduction to Azure

360 - Introduction Importance of Cloud Computing

361 - Introduction Basics of Azure Services

362 - Introduction Create Azure Account

363 - Introduction Create Resource Group

364 - Introduction Course Content

365 - Mastering Azure Databricks Introduction to Module

366 - Mastering Azure Databricks What is Databricks

367 - Mastering Azure Databricks Create Databricks Service

368 - Mastering Azure Databricks What is Cluster

369 - Mastering Azure Databricks Create Cluster

370 - Mastering Azure Databricks Databricks Storage System

371 - Mastering Azure Databricks WorkSpace Features

372 - Mastering Azure Databricks Read from DBFS

373 - Mastering Azure Databricks Read from HiveMetastore

374 - Mastering Azure Databricks Data Writing Into DB Storage

375 - Mastering Azure Databricks Advance Data Processing

376 - Mastering Azure Storage Accounts Introduction to Module

377 - Mastering Azure Storage Accounts What is Azure Storage

378 - Mastering Azure Storage Accounts Popular Cloud Storage

379 - Mastering Azure Storage Accounts Storage Account Performance

380 - Mastering Azure Storage Accounts Storage Redundancy

381 - Mastering Azure Storage Accounts Primary Region Redundancy

382 - Mastering Azure Storage Accounts Secondary Region Redundancy

383 - Mastering Azure Storage Accounts Azure Blob Storage

384 - Mastering Azure Storage Accounts Blob Access Tier

385 - Mastering Azure Storage Accounts Azure File Storage

386 - Mastering Azure Storage Accounts Azure Queue Storage

387 - Mastering Azure Storage Accounts Azure Table Storage

388 - Mastering Azure Storage Accounts Create Azure Service 2

389 - Mastering Azure Data Factory Introduction to Module

390 - Mastering Azure Data Factory What is ADF

391 - Mastering Azure Data Factory ADF an ETL Tool

392 - Mastering Azure Data Factory Creat ADF service

393 - Mastering Azure Data Factory Integration Runtime

394 - Mastering Azure Data Factory Create Integrtion Runtime

395 - Mastering Azure Data Factory Linked Service

396 - Mastering Azure Data Factory Datasets

397 - Mastering Azure Data Factory Activities

398 - Mastering Azure Data Factory Pipelines

399 - Mastering Azure Data Factory Create Pipeline

400 - Mastering Azure Data Factory Trigger

401 - Mastering Azure Data Factory Schedule Trigger

402 - Mastering Azure Data Factory Tumbling Window Trigger

403 - Mastering Azure Data Factory Event Based Trigger

404 - Mastering Azure Data Factory Create Trigger

405 - Mastering Azure Data Factory Data Flows

406 - Mastering Azure Key Vault Introduction to Module

407 - Mastering Azure Key Vault What is Key Vault

408 - Mastering Azure Key Vault Key Features

409 - Mastering Azure Key Vault Create Key Vault Service

410 - Mastering Azure Key Vault Create Secrets

411 - Mastering Azure Key Vault Create Linked Service

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