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AI Vibe Coding for Python Machine Learning

Course Information

  • Sessions 1 day
  • Duration 15 hrs
  • Level Intermediate
  • Assessment NA

Venue

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Certification

  • Certificate of Completion from Tertiary Courses - Upon meeting at least 75% attendance and passing the assessment(s), participants will receive a Certificate of Completion from Tertiary Courses.

AI Vibe Coding for Python Data Analytics

Course Code: C188
AI Vibe Coding Series

8 Review(s) | Add Your Review

What's This Course About

Turn raw data into insight with AI Vibe Coding for Python Data Analytics. This hands-on 2-day course teaches you how to use AI coding assistants such as Cursor, GitHub Copilot and Claude to write, run and debug Python code for data analysis and visualisation. Instead of memorising Pandas, NumPy and Matplotlib APIs, you will vibe code — describing the analysis you want in plain language and letting AI generate, refactor and explain your Python scripts while you focus on the questions and the insight.

Through practical projects, participants will set up a Python data stack with an AI assistant, import and clean messy datasets, explore and summarise data, build charts and dashboards, and produce a shareable analysis report — all with an AI pair programmer at their side. You will also learn to review, correct and improve AI-generated code so your results stay accurate and reproducible. By the end of the course, you will be able to analyse data with Python far more productively using an effective AI vibe-coding workflow.

Course Fee

₵700.00

Course Date

Additional Note

Please bring your own laptop for hands-on training. If you don't have laptop, we can provide spare laptop for training use.

Post-Course Support

  • We provide free consultation related to the subject matter after the course.
  • Please email your queries to info@tertiarycourses.com.gh and we will forward your queries to the subject matter experts and get back to you as soon as possible.

Cancellation & Reschedule Policy

  • We reserve the right to cancel or re-schedule the course due to unforeseen circumstances. If the course is cancelled, we will refund 100% to participants.
  • Note: the venue of the training is subject to changes due to class size and availability of the classroom. The minimum class size to start a class is 3 Pax.

Course Details

Course Details

What You'll Learn

Topic 1 AI Vibe Coding Workflow and Python Data Stack Setup

  • Introduction to AI Vibe Coding for Data Analytics
  • Setting Up Python, Jupyter, Cursor, GitHub Copilot and Claude
  • Prompting Patterns for Data Analysis Tasks
  • Structuring a Python Data Analytics Project

Topic 2 Importing and Cleaning Data with AI

  • Loading Data from CSV, Excel and APIs with Pandas
  • Cleaning Data and Handling Missing Values
  • Reshaping, Merging and Aggregating DataFrames
  • Reviewing and Validating AI-Generated Data Pipelines

Topic 3 Exploring and Analysing Data with Vibe Coding

  • Exploratory Data Analysis and Descriptive Statistics
  • Grouping, Pivoting and Time-Series Analysis
  • Finding Patterns and Correlations with AI Assistance
  • Explaining and Debugging Analysis Code with the AI Assistant

Topic 4 Visualising and Communicating Insights

  • Creating Charts with Matplotlib, Seaborn and Plotly
  • Building an Interactive Dashboard
  • Packaging the Analysis into a Shareable Report
  • Verify-Then-Trust: Auditing AI-Generated Analytics Code

Course Info

Promotion Code

Your will get 10% discount voucher for 2nd course onwards if you wrte us a Google review.

Minimum Entry Requirement

Knowledge and Skills

  • Able to operate using computer functions
  • Minimum 3 GCE ‘O’ Levels Passes including English or WPL Level 5 (Average of Reading, Listening, Speaking & Writing Scores)

Attitude

  • Positive Learning Attitude
  • Enthusiastic Learner

Experience

  • Minimum of 1 year of working experience.

Target Age Group: 21-65 years old

Minimum Software/Hardware Requirement

Software:

Download and Install the following software

Sign up free Google Colab account

Hardware: Window or Mac Laptops

Job Roles

Job Roles

  • Aspiring Software Developer
  • Data Analyst
  • Web Developer
  • Automation Engineer
  • Data Scientist
  • System Administrator
  • Bioinformatics Specialist
  • Research Scientist
  • Finance Professional
  • Machine Learning Enthusiast
  • GIS (Geographic Information System) Specialist
  • IT Consultant
  • Network Engineer
  • Database Administrator
  • Tech Entrepreneur.

Trainers

Trainers

is an accomplished IT and data specialist with over 20 years of experience in academia, ICT leadership, and professional training, with a strong focus on data analytics and Excel-based solutions. He has developed and delivered specialized training programs on Statistical Data Analysis with Excel and Visual Basic for Applications (VBA) for Excel, equipping learners with advanced data manipulation, automation, and reporting skills. His expertise extends to automating institutional reporting systems, where he successfully streamlined academic records management through Excel-based tools, integrating macros and automation to improve efficiency and accuracy. As a trainer and consultant, Dr. Siraj has taught Excel to diverse audiences, including university staff, administrative teams, and professionals in banking, security, and education, ensuring they can apply Excel for decision-making, statistical modeling, and process automation. His practical mastery of Excel is complemented by his deep knowledge of office automation and ICT project management, making him a highly sought-after trainer in data analysis and productivity tools. With his blend of hands-on technical expertise and instructional experience, Dr. Siraj stands out as a credible authority in leveraging Excel to drive organizational efficiency and data-driven strategies

Review

Customer Reviews (8)

Great learning experience Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Excellent delivery and good balance between theory and practice. Learned a lot in a short time. (Posted on 5/15/2026)
Highly recommended Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
Well organised course with clear objectives. The step-by-step approach made it easy to follow. (Posted on 5/1/2026)
Hands-on and practical Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
The trainer is an expert in the subject and shared many practical insights from real projects. (Posted on 4/13/2026)
Great learning experience Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
I found the course extremely useful and relevant to my job. Highly recommend it to others. (Posted on 1/24/2026)
Engaging trainer Review by Course Participant/Trainee
1. Do you find the course meet your expectation?
2. Do you find the trainer knowledgeable in this subject?
3. How do you find the training environment
The course content was comprehensive and up to date. The practical exercises were the best part. (Posted on 10/24/2025)

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