Python for Data Analytics and Machine Learning (Oracle) Intermediate
The Python for Data Analytics and Machine Learning course by Python Institute equips aspiring data analysts and career changers with foundational skills to collect, clean, analyze, and visualize data using Python. Designed for beginners, it solves the critical pain point of breaking into data-driven roles, where demand for entry-level analysts has grown by 35% globally over the past two years. Learners gain hands-on experience with real-world datasets, mastering essential tools like NumPy and techniques in exploratory data analysis.
This course prepares you for the PCED™ – Certified Entry-Level Data Analyst with Python exam (PCED-30-02), featuring 40 questions and a 75% passing score. Koenig Solutions provides official vendor-authorized courseware and 30-day lab access, ensuring practical mastery. Graduates are positioned to pursue roles in business intelligence, data analytics, and AI, with the credential serving as the first step toward advanced certifications like PCAD™ and PCPD™.
Training Formats & Pricing
100% Happiness Guarantee · Free Rescheduling · Secure Payment
Course Overview
The Python for Data Analytics and Machine Learning course by Python Institute is designed to equip learners with foundational and advanced skills in data analysis and machine learning using Python. This course prepares candidates for the PCED™ – Certified Entry-Level Data Analyst with Python (PCED-30-02) certification exam, serving roles such as data analyst, junior data scientist, and business intelligence associate. With data-driven decision-making now adopted by over 84% of global enterprises, this training meets the growing demand for professionals who can transform raw data into actionable insights. The curriculum covers essential topics including data acquisition, exploratory data analysis (EDA), statistical methods, and machine learning modeling, ensuring participants gain both theoretical knowledge and practical expertise aligned with industry needs.
Students engage with key Python libraries and tools including NumPy, Pandas, Matplotlib, Seaborn, and scikit-learn within a hands-on lab environment featuring Jupyter Notebooks. The course includes over 40 interactive labs and real-life data analysis scenarios where learners build complete projects such as predictive models for employee retention, car price forecasting, and sentiment analysis. One capstone project involves performing end-to-end EDA on a real-world dataset, cleaning messy data, applying aggregations, visualizing trends, and presenting findings through data storytelling. These labs are structured to mirror actual workflows used by data professionals, reinforcing skills in data preprocessing, regression analysis, classification models, and result communication using clear visualizations and reports.
By completing the Python for Data Analytics and Machine Learning course, candidates are fully prepared to earn the PCED™ certification, which is recognized globally and serves as a stepping stone to advanced credentials like PCAD™ and PCPD™. According to the 2021 Value of IT Certification Report by Pearson VUE, 66% of hiring managers are more likely to select certified candidates for interviews, and 28% of certification holders report salary increases. Koenig Solutions enhances this path with Guaranteed-to-Run batches, official courseware, and 1-on-1 instructor support, ensuring learners master the material effectively. Graduates emerge ready to pursue roles in data analytics and machine learning, equipped to contribute immediately in AI-driven environments and advance toward senior data science positions.
What You'll Learn
Skills You'll Gain
Prerequisites
- To ensure success in the Python for Data Analytics and Machine Learning course by the Python Institute, learners must meet specific prerequisites that build a strong foundation for advanced data science workflows.
- Required Prerequisites:
- - PCAP – Certified Associate in Python Programming (or equivalent knowledge) as the official baseline for the Python Institute learning path.
- - Proficiency in core Python data structures, including lists, dictionaries, and tuples.
- - Competence in fundamental programming concepts such as variables, loops, functions, and data type conversion.
- - Practical experience in writing and debugging Python scripts.
- Recommended Prerequisites:
- - A solid grasp of mathematical concepts, specifically arithmetic operations, percentages, and averages, to effectively perform data analysis.
Certification Exam
Everything you need to know about the Python for Data Analytics and Machine Learning (Oracle) certification exam
What's Included in Your Training
Every enrollment comes packed with resources to maximise your learning and exam success
Exam Preparation Materials
Practice Test Questions (200+)
Certificate of Completion
Post-Training Support (30 days)
Session Recording Access
Free Rescheduling (7+ days notice)
Course Student Reviews
Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.
-
★★★★★
“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 for Data Analytics and Machine Learning (Oracle) training course
Is the certification exam included in the Python for Data Analytics and Machine Learning course, and what is the cost if separate?
What training formats does Koenig offer for this course, and are they Guaranteed-to-Run?
How long is lab access provided, and what type of environment is used for hands-on practice?
What is Koenig's rescheduling and cancellation policy for this training course?
What is the format, number of questions, passing score, and time limit for the PCED certification exam?
How long is the PCED certification valid, and what is the renewal process and cost?
What post-training support does Koenig provide after completing the Python for Data Analytics and Machine Learning course?
What are the prerequisites or prior experience needed for the Python for Data Analytics and Machine Learning course?
What salary increase or career opportunities can one expect after completing this certification?
How does instructor-led training compare to self-study for passing the PCED certification exam?
Still have questions?
Chat with a Training Advisor →Resources
Learn more about Python for Data Analytics and Machine Learning (Oracle) before you enroll
What to Expect in an Oracle MySQL Training Course
In the world of databases, MySQL stands as one of the most widely used open-source relational database management systems. Whether it's powe…
Read GuideTop Skills You’ll Gain from Oracle GoldenGate Training
As data-driven decision-making becomes increasingly mission-critical, the demand for real-time data replication and integration tools has sk…
Read ArticleWhat You’ll Learn in an Oracle Development Certification Program
In the world of data-driven enterprise applications, Oracle databases remain a cornerstone technology across industries like finance, health…
Read ArticleHappiness Guarantee
We are so confident in the quality of our training that we offer a full money-back guarantee. Not satisfied? Contact us within 24 hours of your first session — we'll refund you completely, no questions asked.
