Python Programming with NumPy and Pandas
The Python Programming with NumPy and Pandas course by Python Institute equips aspiring data analysts, business intelligence specialists, and career switchers with essential skills to clean, analyze, and visualize real-world datasets using core Python libraries. It solves the critical industry challenge of transforming raw, unstructured data into actionable insights—addressing a market where demand for entry-level data talent has grown over 45% in the past two years according to LinkedIn’s 2024 Jobs Report.
This course prepares learners for the PCED™ – Certified Entry-Level Data Analyst with Python exam (PCED-30-02), featuring a 75% passing score across 40 scenario-based questions in 60 minutes. Koenig Solutions delivers this training with Guaranteed-to-Run dates and official vendor-authorized courseware, ensuring consistent access to live instruction. Graduates gain the confidence to pursue roles in data analytics, AI, and business intelligence with verified, industry-recognized credentials.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Python Programming with NumPy and Pandas course by Python Institute is designed to equip learners with essential data analysis skills using two of Python’s most powerful libraries. This training prepares candidates for the PCED – Certified Entry-Level Data Analyst with Python exam, a credential that validates foundational competence in data manipulation, cleaning, and basic analysis. Ideal for aspiring data analysts, junior data scientists, and business intelligence professionals, this course meets growing industry demand—86% of data scientists report using Python as their primary language, according to JetBrains. With organizations across finance, healthcare, and technology adopting data-driven decision-making, proficiency in NumPy and Pandas has become a core requirement for entry-level analytics roles.
Students engage with key tools including NumPy for numerical computing, Pandas for DataFrame manipulation, Jupyter Notebook for interactive coding, Matplotlib for basic visualization, and Python’s built-in csv and datetime modules. The hands-on lab environment uses Jupyter Notebook, where learners build real-world projects such as importing messy CSV datasets, cleaning and transforming data using vectorized operations, merging multiple data sources, and generating summary statistics. One key project involves analyzing sales data over time by parsing dates, handling missing values, grouping by categories, and producing time-series summaries—mirroring tasks performed by analysts in business settings. These labs emphasize practical problem-solving, ensuring students gain experience with the full data workflow from ingestion to insight.
This course directly supports certification as a PCED – Certified Entry-Level Data Analyst with Python, a globally recognized credential that demonstrates verified competency in foundational data tasks. Certified professionals can expect competitive career outcomes, with entry-level data analysts earning between $50,000 and $130,000 annually in the U.S., based on experience and location. Koenig Solutions enhances preparation with 1-on-1 training and Guaranteed-to-Run batches, ensuring access to official courseware and expert instruction. Graduates are well-positioned to advance toward associate-level credentials like PCAD or pursue roles in data analytics, setting a strong foundation for long-term success in data science and AI-driven industries.
What You'll Learn
Prerequisites
- Proficiency in Python programming fundamentals including variables, data types, conditionals, loops, and functions
- Familiarity with core Python data structures such as lists, dictionaries, and tuples
- Experience installing and managing Python modules and packages using PIP
- Ability to perform file operations with a focus on reading and writing CSV files
- Possession of the PCEP – Certified Entry-Level Python Programmer certification or equivalent experience
- Prior exposure to foundational data analysis concepts including data cleaning, handling missing values, and exploratory data analysis
Certification Exam
Everything you need to know about the Python Programming with NumPy and Pandas certification exam
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Official Courseware
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Career Outcomes
of Python Programming with NumPy and Pandas certified professionals report career advancement within 6 months
Salary Impact
Average salary increase reported after obtaining the Python Programming with NumPy and Pandas certification
*Source: Glassdoor / LinkedIn 2025
Job Roles
- Data Analyst
- Python Developer
- Data Engineer
- Business Intelligence Analyst
- Quantitative Analyst
- Junior Data Scientist
Companies Hiring
and 5,000+ organizations worldwide seeking Python Programming with NumPy and Pandas certified professionals
Meet Your Instructor
I am Simmi Anand, a Microsoft Certified Trainer, and UiPath Certified Advanced RPA Developer with over 12 years of rich experience in corporate training and the IT sector. I have been working with Koenig Solutions for the past 8+ years, providing quality training on technologies related to Development, Automation and Testing using various Languages (e.g., Python, Java) and Tools e.g., Robotic Process Automation using UiPath and Automation Anywhere. In addition, I also deliver training on Microsoft and Google technologies, including Mobile Application Development for Android, iOS with Swift, Hybrid Mobile Application using PhoneGap, Microsoft SQL Server, Microsoft PowerApps & Flow, Power Platform and PostgreSQL to global and corporate clients. One reason I enjoy this field and the challenges that come with it is the opportunity to connect with people and solve their IT needs. I am also passionate about learning technologies and gaining solid knowledge about them. I have conducted various onsite training assignments globally with esteemed clients such as Microsoft - India, KPMG, Raw Bank - DRC, FRCI - Mauritius, Google Train the Trainer Project, Infosys, TCS, Wipro, and many others. Associated with Koenig since February-2016.
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
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★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified -
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified -
★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified -
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
-
★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified -
★★★★★
“Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”
AZ-104 Certified ✓ Verified -
★★★★★
“I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”
Enterprise Client ✓ Verified -
★★★★★
“The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”
PL-300 Certified ✓ Verified
-
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified -
★★★★★
“From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”
AZ-305 Expert ✓ Verified -
★★★★★
“As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”
100+ Learners Trained ✓ Verified -
★★★★★
“SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”
SC-300 Certified ✓ Verified
-
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified -
★★★★★
“AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”
AI-102 Certified ✓ Verified -
★★★★★
“DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”
DP-600 Certified ✓ Verified -
★★★★★
“Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”
AZ-400 Team Training ✓ Verified
Frequently Asked Questions
Everything you need to know about the Python Programming with NumPy and Pandas training course
Is the certification exam included in the Python Programming with NumPy and Pandas course, and what is the cost if separate?
What training formats are available for the Python Programming with NumPy and Pandas course at Koenig Solutions?
How long is lab access provided, and what type of environment is used during the Python Programming with NumPy and Pandas course?
What is Koenig Solutions’ rescheduling and cancellation policy for the Python Programming with NumPy and Pandas course?
What is the format, number of questions, passing score, and time limit for the PCAD certification exam after completing the course?
How long is the PCAD certification valid, and what is the renewal process and associated cost?
What post-training support does Koenig provide after completing the Python Programming with NumPy and Pandas course?
Are there any prerequisites or recommended experience levels before taking the Python Programming with NumPy and Pandas course?
What career opportunities and salary improvements can learners expect after completing the Python Programming with NumPy and Pandas course?
How does instructor-led training for Python Programming with NumPy and Pandas compare to self-study in terms of success rates and learning outcomes?
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