PySpark Courses
PySpark Courses
June 11, 2023 Comments Off on PySpark Courses
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PySpark Courses
PySpark Training
All in all PySpark is based on Apache Spark, which is one of the most popular big data processing frameworks. Pyspark allows developers to process large data sets in parallel, making it an efficient tool for big data processing. needed to work with large datasets.
What is PySpark?
Overall PySpark is the Python API for Apache Spark. It enables you to perform real-time, large-scale data processing in a distributed environment using Python. It also provides a PySpark shell for interactively analyzing your data.
Part-Time
Fast forward your career in the IT industry with a part-time course at School of IT. In turn Part-time courses allow working professionals to transition into a new skill set while working. Moreover at School of IT we are agile and customize a course to the individual.
Full Time
Ready to start a career in IT? Use the PySpark SQL as a full time student at School of IT. Thus beginning your career in Data Analytics.
High School
Learn about the the python api. Thus prepare for the future while you’re still in high school. Thus no matter where you are, we come to you! Thus giving you the analytical skills to pursue your dreams!
Corporate
Learn about pyspark api and up skill yourself or your company while you’re working. Thus no matter where you are, we come to you and give the tools to move up in your company.
Course Objectives.
By the end of the PySpark Courses, students will have usable knowledge of the following:
Course Outline
Introduction
Understanding Big Data
Overview of Spark
Overview of Python
Overview of PySpark
- Distributing Data Using Resilient Distributed Datasets Framework
- Distributing Computation Using Spark API Operators
Setting Up Python with Spark
Setting Up PySpark
Using Amazon Web Services (AWS) EC2 Instances for Spark
Setting Up Databricks
Setting Up the AWS EMR Cluster
Learning the Basics of Python Programming
- Getting Started with Python
- Using the Jupyter Notebook
- Using Variables and Simple Data Types
- Working with Lists
- Using if Statements
- Using User Inputs
- Working with while Loops
- Implementing Functions
- Working with Classes
- Working with Files and Exceptions
- Working with Projects, Data, and APIs
Learning the Basics of Spark DataFrame
- Getting Started with Spark DataFrames
- Implementing Basic Operations with Spark
- Using Groupby and Aggregate Operations
- Working with Timestamps and Dates
Working on a Spark DataFrame Project Exercise
Understanding Machine Learning with MLlib
Working with MLlib, Spark, and Python for Machine Learning
Understanding Regressions
- Learning Linear Regression Theory
- Implementing a Regression Evaluation Code
- Working on a Sample Linear Regression Exercise
- Learning Logistic Regression Theory
- Implementing a Logistic Regression Code
- Working on a Sample Logistic Regression Exercise
Understanding Random Forests and Decision Trees
- Learning Tree Methods Theory
- Implementing Decision Trees and Random Forest Codes
- Working on a Sample Random Forest Classification Exercise
Working with K-means Clustering
- Understanding K-means Clustering Theory
- Implementing a K-means Clustering Code
- Working on a Sample Clustering Exercise
Working with Recommender Systems
Implementing Natural Language Processing
- Understanding Natural Language Processing (NLP)
- Overview of NLP Tools
- Working on a Sample NLP Exercise
Streaming with Spark on Python
- Overview Streaming with Spark
- Sample Spark Streaming Exercise
Closing Remarks
Requirements
- General programming skills
Audience
- Developers
- IT Professionals
- Data Scientists
The career prospects for PySpark graduates is high in demand. The cloud environment and analyzing data is in huge demand: on all platforms and devices and in all countries around the world!
- Junior Python Developer
- API Developer.
- Web Developer.
- Furthermore a junior developer.
- Become a Data Analyst.
- Cloud Software Engineer.
- Data Scientist.
💰 Starting from:
R8 900 / $420 / €350
Courseware inclusive
1-on-1 expert
Flexible hours
Commence anytime
Coding Brochure:
Web Brochure:
ⓘ Write your international exams in the comfort of your own home!
🏅 Internationals
All international exams are additional in price: +-R600 / $144 / €130 per exam (dependent on exchange rate when booked). We assist you booking online and choosing an approved centre closest to you to write or via online procturing! PS: you can write online or onsite worldwide!
WDE – Certified Entry-Level Web Developer
JSE – Certified Entry-Level JavaScript Programmer
JSA – Certified Associate JavaScript Programmer
JSPa – Certified Professional JavaScript Programmer, specialization: Front-End Web Development
JSPb – Certified Professional JavaScript Programmer, specialization: Back-End Web Development
Microsoft Certified: Azure Developer Associate
TensorFlow Developer Certificate
Azure Data Scientist Associate Certificate
Microsoft Certified: Data Analyst Associate
PCEP – Certified Entry-Level Python Programmer
PCAP – Certified Associate in Python Programming
PCPP1 – Certified Professional in Python Programming 1
PCPP2 – Certified Professional in Python Programming 2
PCED™ – Certified Entry-Level Data Analyst with Python
PCAD™ – Certified Associate Data Analyst with Python
Exam 1Z0-815: Java SE 11 Programmer I
Exam 1Z0-816: Java SE 11 Programmer II
CPA-21-01: C++ Certified Associate Programmer
CPP-22-02: C++ Certified Professional Programmer
Associate Android Developer Certification directly from Google
Flutter Certified Application Developer
App Development with Swift Certification Level 1
Ethical Hacking Associate Certification (E|HA)
Cyber Forensics Associate (C|FA)
Unity Certified User Programmer
Unity Certified Game Developer Associate
Keamogetswe Mekgwe26 March 2024Extremely helpful, I highly recommend it.
francisca devasconcellos22 March 2024Am so grateful to my Lecturer Hudson for his patience & knowledge in my short course. Thank you so much for everything I’ve learnt & will always be grateful for the opportunity🙏 Highly recommended 🌸🙏
Keacha Kearns13 March 2024excellent service.one on one lecturer .they fit into your scedule. great for starting a new career and great for part time studying
Zander5379029 February 2024I had a blast doing my A+ course through School of IT. My tutor Joshua is an awesome guy who made it easy and simple to understand. I recommend anyone to use School of IT.
Nicolene Page16 February 2024I learned everything required and found the course very informative and educational. The tutor was attentive and adapts to your needs. They also go out of their way to make sure you have what you need to qualify. I would recommend School of IT to anyone who wants to better their skills.
James David25 January 2024Course Title: Advanced Python Duration: 2 weeks Instructor: Knowledgeable and Effective Review: I recently completed the Advanced Python course, and I must say it was a highly enriching experience. Over the span of two weeks, the course delved into a broad spectrum of advanced Python concepts, providing a comprehensive understanding of the language's intricacies and applications. One of the standout aspects of the course was the quality of instruction. The instructor demonstrated a deep understanding of the subject matter and was adept at explaining complex concepts in a clear and concise manner. Their approachability and willingness to address questions and concerns contributed significantly to the overall learning experience. The curriculum covered a wide range of topics, including but not limited to advanced data structures, object-oriented programming principles, functional programming techniques, and best practices for Python development. Each topic was explored thoroughly, with ample opportunities for hands-on practice and reinforcement of key concepts. The course structure struck a good balance between theory and practical application, allowing students to not only grasp theoretical concepts but also apply them in real-world scenarios through coding exercises and projects. This hands-on approach was instrumental in solidifying my understanding of Python and its advanced features. While the pace of the course was brisk due to its condensed timeline, the instructor's clarity and guidance helped ensure that all topics were covered comprehensively without feeling rushed. Additionally, the course materials provided were well-organized and supplemented the instruction effectively. Overall, I found the Advanced Python course to be immensely valuable in expanding my proficiency in the language. Whether you're looking to deepen your understanding of Python or enhance your programming skills for professional growth, I highly recommend this course.
Haadiyah Bica15 January 2024I thoroughly enjoyed the IT course! The content was well-structured, covering a broad range of relevant topics. The instructors were knowledgeable and approachable, always willing to assist with questions. Overall, a fantastic learning experience that exceeded my expectations!
molepa seabela10 January 2024I would give the Business Intelligence short course I did with the School of IT a 10 out of 10. The course is personalised to meet one's schedule, meaning you are able to do it whilst working. The tutor is patient and explains in detail using real life examples and he went beyond the call of his duties to ensure that what I learned can be applied to my work.
