Data Science with Python Intermediate
The Data Science with Python course by Python Institute equips aspiring data analysts with foundational skills in Python programming, data collection, cleaning, and analysis using core libraries like NumPy and csv. Designed for beginners, it solves the challenge of breaking into data roles, with demand for data analysts projected to grow 14% through 2030 according to U.S. BLS.
This course prepares learners for the PCED™ – Certified Entry-Level Data Analyst with Python exam, a key step in the Python Institute Data Science track. Koenig’s official vendor-authorized courseware and 30-day lab access ensure hands-on mastery, empowering learners to confidently launch data careers and advance to the PCAD™ certification.
Training Formats & Pricing
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Course Overview
The Data Science with Python course by Python Institute is designed to prepare learners for the PCAD™ – Certified Associate Data Analyst with Python (Exam PCAD-31-02) certification. This program is tailored for aspiring data analysts, junior data scientists, and business intelligence professionals seeking to master practical data analysis using Python and SQL. With Python being the primary language for 86% of data scientists, according to JetBrains, demand for skilled professionals continues to grow across industries. The course equips candidates with the competencies needed to collect, clean, analyze, and visualize data effectively, making it ideal for those pursuing roles such as data analyst, data associate, or analytics support specialist in data-driven organizations.
Participants engage with essential tools and libraries including Pandas, NumPy, Matplotlib, Seaborn, and SQL, all within a browser-based code playground environment provided through Edube Interactive. Hands-on labs emphasize real-world application, where students build complete data analysis pipelines—from extracting data via APIs and web scraping to cleaning datasets and performing statistical analysis. A key project involves creating an end-to-end data workflow that includes connecting Python to databases, executing SQL queries, and generating interactive visualizations. These practical exercises ensure learners gain experience with the full data lifecycle, simulating professional workflows used in modern analytics teams.
Achieving the PCAD™ certification validates professional data analysis skills and serves as a recognized milestone in the Python Institute’s Data Science track. Certified individuals gain a competitive edge in the job market, with junior data analyst roles in the U.S. offering salaries between $50,000 and $130,000 annually, according to Glassdoor and SalaryExpert. Koenig Solutions supports candidates with Guaranteed-to-Run training and access to official courseware, ensuring structured preparation. By completing the Data Science with Python program, learners are positioned to advance toward roles in analytics, data science, and business intelligence, with a strong foundation for pursuing the PCPD™ – Certified Professional Data Analyst with Python certification.
What You'll Learn
Prerequisites
- Proficiency in linear algebra, calculus, and probability distributions.
- Familiarity with core programming concepts such as variables, data types, and control flow.
- Previous experience in Python programming (PCEP™ certification or equivalent) recommended.
- Practical experience with data manipulation libraries including NumPy and Pandas.
- Proficiency in setting up a Python 3.x environment and working within Jupyter Notebooks or VS Code.
- Ability to perform exploratory data analysis and interpret structured datasets.
Certification Exam
Everything you need to know about the Data Science with Python certification exam
Course Curriculum
Structured learning with hands-on labs and real-world scenarios
1
Day 1– Data Analytics Fundamentals
2
Day 2– Programming Essentials (Aligned with PCAP Certification)
3
Day 3– Data Preparation and Cleaning with Pandas
4
Day 4– Data Analysis and Exploration with NumPy and Scikit-learn
5
Day 5– Communicating Insights with Matplotlib and Seaborn
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Official Courseware
Hands-On Lab Environment (30 days)
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Hands-On Lab
Live Lab Sandbox
Real EnvironmentPractice in a real lab environment with full access to the tools and services covered in the course.
30+ Guided Labs
30+Step-by-step lab exercises designed to reinforce each module with practical, hands-on tasks.
Lab Manual Included
Full GuideComprehensive lab guide with detailed instructions, screenshots, and troubleshooting tips.
Post-Training Access
30 Days30 days of extended lab access after your training ends so you can continue practicing.
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.”
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★★★★★
“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 -
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“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 -
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“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 -
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“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 Data Science with Python training course
Is the certification exam included in the Data Science with Python training, and what is the cost?
What training formats does Koenig offer for the Data Science with Python course, and is there a Guaranteed-to-Run option?
How long is lab access provided, and what type of lab environment is used for the Data Science with Python course?
What is Koenig's rescheduling and cancellation policy for the Data Science with Python course?
What is the format, number of questions, time limit, and passing score for the PCAD certification exam?
How long is the PCAD certification valid, and what is the renewal process and cost?
What post-training support does Koenig provide after completing the Data Science with Python course?
What prerequisites or prior experience are recommended for the Data Science with Python course?
What is the expected salary impact or career progression after completing the Data Science with Python certification?
How does instructor-led training compare to self-study for the Data Science with Python certification in terms of pass rates and time efficiency?
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