Category: Career Aspirants
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Set Up a Virtual Environment and Install Packages (Python for Beginners, Part 14)
Use pip to install Python packages and venv to give each project its own isolated environment, then lock your dependencies with a requirements file.
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What Are Python Modules and the Standard Library? (Python for Beginners, Part 13)
Modules let you reuse code, and the standard library ships a pile of it with Python. See how import works, dodge the datetime trap, and total expenses by month.
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Reading Tracebacks and Handling Exceptions (Python for Beginners, Part 12)
A beginner friendly guide to Python errors: read a traceback from the bottom up, catch the right exception with try and except, and stop bad input from crashing your program.
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Save and Read Files So Your Data Survives (Python for Beginners, Part 11)
Your program forgets everything when it closes. Learn to read and write files in Python with open, the with block, and the csv module, then make your expense tracker remember its data.
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How Do You Format Text and Numbers in Python? (Python for Beginners, Part 10)
Work with strings in Python, clean them with methods, and use f-strings to place values and format decimals, width, and alignment. Print a tidy receipt.
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Turn Repeated Code Into Functions (Python for Beginners, Part 9)
Stop copying the same lines. Write Python functions with def, pass arguments and defaults, return values, avoid the mutable default trap, then wrap the expense tracker in add and show functions.
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Store Data by Name with Python Dictionaries (Python for Beginners, Part 8)
Dictionaries store data as key and value pairs so each number keeps its label. Read keys safely with .get(), update entries, loop over pairs, and total spend by category.
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List, Tuple, or Set? Choosing the Right Container (Python for Beginners, Part 7)
Lists, tuples and sets are Python three everyday containers. See what each one does, when to reach for which, and how to strip duplicates the clean way while the expense tracker learns to remember every entry.
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Repeating Work with for and while Loops (Python for Beginners, Part 6)
Loops let Python repeat work for you. Learn for and while loops, range, break and continue with runnable examples, and give the expense tracker several entries in one run.
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Make Python Decide With if, elif, and else (Python for Beginners, Part 5)
Teach your program to choose. A beginner friendly guide to if, elif and else in Python 3, with runnable code, real error messages, and the expense tracker learning to flag a big spend.
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How Do You Read Input and Print Output in Python? (Python for Beginners, Part 4)
Python input() and print() explained plainly: why input is always text, converting with int() and float(), reading a ValueError calmly, and the expense tracker going interactive.
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Variables, Numbers, and Text in Python (Python for Beginners, Part 3)
Python variables, numbers, strings, and the four core types explained plainly, with runnable code, the classic string-plus-number bug, and the expense tracker storing its first real data.
Architect’s Toolkit
PJ’s Tools
VMware Cloud Foundation
- VCF Documentation
- VCF 9 Planning & Preparation Workbook
- VCF Bill of Materials (BoM)
- VMware Compatibility Guide
- VMware Interoperability Matrix
- VMware Configuration Maximums
- VMware Ports & Protocols
- VMware Hands-on Labs
- RVTools Download
Nutanix
AI & Cloud-Native Platform
- NVIDIA Build (Model Catalog)
- NVIDIA AI Enterprise Reference Architecture
- NVIDIA NIM Performance Benchmarking
- NVIDIA NGC Catalog
- NeMo Microservices Helm Chart
- Helm Charts Repository
- Hugging Face Models
Architecture & Design
About the Author
Dr Pranay Jha
Dr. Pranay Jha is a Cloud and AI Consultant with 18+ years of experience in hybrid cloud, virtualization, and enterprise infrastructure transformation. He specializes in VMware technologies, multi-cloud strategy, and Generative AI solutions. He holds a PhD in Computer Applications with research focused on Cloud and AI, has published multiple research papers, and has been a VMware vExpert since 2016 and a VMUG Community Leader.
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