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This Simplilearn video on Apache Spark Full Course will help you learn the basics of Big Data, what Apache Spark is, and the architecture of Apache Spark. Here you will learn Spark in 7 hours. You will look at Spark installation, Spark Streaming, Spark MLlib, Spark SQL, and PySpark. Finally, you will also go through the top Apache Spark interview questions. Now, let's get started with this Apache Spark tutorial for beginners!
Below topics are explained in this Apache Spark Full Course:
1. Introduction
00:00
2. History of Spark
06:48
3. What is Spark
07:28
4. Hadoop vs spark
08:32
5. Components of Apache Spark
14:14
6. Spark Architecture
33:26
7. Applications of Spark
40:05
8. Spark Use Case
42:08
9. Running a Spark Application
44:08
10. Apache Spark installation on Windows
01:01:03
11. Apache Spark installation on Ubuntu
01:31:54
12. What is Spark Streaming
01:49:31
13. Spark Streaming data sources
01:50:39
14. Features of Spark Streaming
01:52:19
15. Working of Spark Streaming
01:52:53
16. Discretized Streams
01:54:03
17. caching/persistence
02:02:17
18. checkpointing in spark streaming
02:04:34
19. Demo on Spark Streaming
02:18:27
20. What is Spark MLlib
02:47:29
21. What is Machine Learning
02:49:14
22. Machine Learning Algorithms
02:51:38
23. Spark MLlib Tools
02:53:01
24. Spark MLlib Data Types
02:56:42
25. Machine Learning Pipelines
03:09:05
26. Spark MLlib Demo
03:18:38
27. What is Spark SQL
04:01:40
28. Spark SQL Features
04:03:52
29. Spark SQL Architecture
04:07:43
30. Spark SQL Data Frame
04:09:59
31. Spark SQL Data Source
04:11:55
32. Spark SQL Demo
04:23:00
33. What is PySpark
04:52:03
34. PySpark Features
04:58:02
35. PySpark with Python and Scala
04:58:54
36. PySpark Contents
05:00:35
37. PySpark Subpackages
05:40:10
38. Companies using PySpark
05:41:16
39. PySpark Demo
05:41:49
40. Spark Interview Questions
05:50:43
Watch more videos on Spark Training: https://www.youtube.com/playlist?list=PLEiEAq2VkUUK3tuBXyd01meHuDj7RLjHv
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➡️ About Data Science Course in collaboration with IBM
This Data Science course in collaboration with IBM propels your career to become a data scientist. Gain expertise in in-demand skills like Python, SQL, Excel, Machine Learning, Tableau, generative AI, and more. Dive deep into data interpretation nuances, master Machine Learning, and enhance programming skills to elevate your Data Science career.
Key Features
✅ Simplilearn's JobAssist helps you get noticed by top hiring companies
✅ Masterclasses from IBM experts
✅ Dedicated live sessions by faculty of industry experts
✅ Industry-recognized Data Scientist Master’s certificate from Simplilearn
✅ Industry-recognized IBM certifications for IBM courses
✅ Ask-Me-Anything (AMA) sessions with IBM leadership
✅ Capstone from 3 domains and 25+ projects
✅ Exclusive hackathons conducted by IBM
✅ Lifetime access to self-paced learning content
✅ Program crafted to initiate your journey as a Data Scientist
✅ Integrated labs for hands-on learning experience
Skills Covered
✅ Generative AI
✅ Prompt Engineering
✅ ChatGPT
✅ Exploratory Data Analysis
✅ Descriptive Statistics
✅ Inferential Statistics
✅ Explainable AI
✅ Conversational AI
✅ Large Language Models
✅ Model Building and Finetuning
✅ Ensemble Learning
✅ Data Visualization
✅ Database Management
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