Courses & Certifications 🎓 ♾️ 🇺 👨🏻‍💻

Develop Generative AI Applications

IBM

Date: Sept 2025
Certificate: see certificate
Skills: Flask (Web Framework) · Prompt Engineering · Generative AI · LLM Application · LangChain · Debugging · Generative AI Agents · Application Development · Software Development

Key Highlights

• Master the basics of GenAI and the LangChain framework, focusing on how prompt engineering and in-context learning to enhance AI interactions
• Apply prompt templates, chains, and agents to create flexible and context-aware AI applications using LangChain’s modular approach
• Develop a GenAI web application with Flask, integrating advanced features such as JSON output parsing for structured AI responses
• Evaluate and compare different language models to select the most suitable for specific use cases, ensuring optimal performance and reliability
  

Build RAG Applications

IBM

Date: Sept 2025
Certificate: see certificate
Skills: LLM Application · Jupyter · Prompt Engineering

Key Highlights

• Develop a practical understanding of Retrieval-Augmented Generation (RAG)
• Design user-friendly, interactive interfaces for RAG applications using Gradio
• Learn about LlamaIndex, its uses in building RAG applications, and how it contrasts with LangChain
• Build RAG applications using LangChain and LlamaIndex in Python
  

Data Science Job Simulation

BCG X (Boston Consulting Group)

Date: August 2025
Certificate: see certificate
Skills: Data Modeling · Predictive Modeling · Exploratory Data Analysis · Feature Engineering · Data Cleaning · Business Insights · Python · Hypothesis Testing · Client Relations · Data Visualization · Model Interpretation · Mathematical Modeling

Key Highlights

• Business understanding & problem framing: understanding the context of the customer and the problem they’re trying to solve with data
• Exploratory data analysis & data cleaning: understanding the customers' data and its statistical properties as well as preparing a dataset for further analysis
• Feature engineering: using business context and expertise to create new data that may provide useful signals in the prediction of outcomes
• Modeling and evaluation: Using your engineered dataset to model an outcome and generate predictions. Then, testing these predictions against the ground truth to see whether they are reliable
• Insights & Recommendations: turning the insights of this analysis into business decisions and recommendations
  

Data Science Job Simulation

British Airways

Date: Jul 2025
Certificate: see certificate
Skills: Data Modeling · Assumption Development · Infrastructure Planning · Communication · Machine Learning · Data Science · Data Visualization PowerPoint

Key Highlights

• Completed a simulation focussing on how data science is a critical component of British Airways' success.
• Scraped and analysed customer review data to uncover findings.
• Built a predictive model to understand factors that influence buying behaviour.
  

GenAI Powered Data Analytics

Tata Group

Date: July 2025
Certificate: see certificate
Skills: GenAI · Data Analysis · Financial Reporting · Regression Analysis · Decision Trees · Data Analytics · AI Strategy · Analytics Reporting · Automation Planning · Business Communications · Data Interpretation · Decision Justification · Ethical Reasoning · Exploratory Data Analysis · Data Modeling · Strategic Thinking

Key Highlights

• Predictive modeling using GenAI tools
• Data exploration and quality assessment
• Business storytelling and recommendation design
• Designing AI-driven systems for fair and responsible automation
  

Project Management: Beyond planning and control

Politecnico di Milano

Date: March 2025
Certificate: see certificate

Key Highlights

• Project Lifecycle & Methodologies
• Team & Stakeholder Management
• Decision-Making & Change Management
• Organizational Structure & Strategy
• Innovation & Adaptive Leadership
  

Introduction to Git and GitHub

Google Inc.

Date: Jan 2025
Certificate: see certificate

Key Highlights

• Software Versioning & Git Proficiency
• Collaboration with Remote Repositories
• Command-Line & DevOps Tool Usage
• Project Development & Debugging
• Issue Tracking & Continuous Integration Awareness
  

Introduction to Data Science in Python

University of Michigan

Date: Jan 2024
Certificate: see certificate

Key Highlights

• Core Python programming with a focus on data science workflows
• Pandas and NumPy for data wrangling, transformation, and manipulation
• Introduction to data cleaning, merging, reshaping, and handling missing values
• Functional programming techniques and lambda functions
• Introductory statistical modeling, regression, and data grouping operations
  

Master Data Management

Udemy - Adastra Academy

Date: Nov 2023

Key Highlights

• Understand the concepts of Master Data
• Understand the concepts of Master Data Management
• Describe Master Data Management challenges
• Explain the Master Data Management architecture
  

Machine Learning with Remote Sensing in Google Earth Engine

Udemy

Date: Nov 2020
Certificate: see certificate

Key Highlights

• Supervised Classification using Landsat Data
• Cloud Masking & Preprocessing of satellite imagery
• Multi-spectral Index Computation (e.g., NDVI, EVI)
• Model Training & Accuracy Assessment (e.g., Random Forest, CART)
• Earth Engine API Integration for scalable geospatial ML
  

🚧 Ongoing Courses

McKinsey & Company

McKinsey Forward Program 25%

University of Vaasa - FiTECH

Artificial Intelligence: Concepts, Challenges, and Opportunities

Machine Learning for Computer Vision

Helsinki Adult Education Institute

Intensive Beginner Swedish part 2 (A1.1)

Coursera

IBM – IBM RAG and Agentic AI: Build Next-Gen AI Assistants Professional Certificate

UC Davis – SQL Problem Solving 12%

OpenCV University

PyTorch Bootcamp

MATLAB

Signal Processing Onramp 24%

🚧 Planned Courses

Coursera

IBM – IBM Machine Learning with Python & Scikit-learn Professional Certificate

IBM – IBM Machine Learning with Python

IBM – IBM Data Analyst Professional Certificate

IBM – IBM Data Science Professional Certificate

University of Michigan – Statistics with Python Specialization

Google – Google Data Analytics Professional Certificate

AWS – AWS Cloud Solutions Architect

L&T EduTech – Geospatial Information Technology Essentials

EPFL – Digital Signal Processing Specialization

Hubspot

SEO Training: SEO Certification Course

Palantir

Data Scientist

Huggingface

The Hugging Face AI Agents Course 🤗

LUT University - FiTECH

Introduction to DevOps

Metropolia

Finnish for Foreigners 1

SQL and Relational Databases

Power BI

Probability and Statistics

Microsoft Azure Fundamentals

Introduction to Cybersecurity

Artificial Intelligence with Python

Udemy

Machine Learning with Remote Sensing in Google Earth Engine 86%

High-Performance Computing with Python 3.x 52%

AWS Concepts 36%

Just Enough Docker to be Dangerous 29%

Start Deploying GIS Maps and GPS to Android Apps 22%

Amazon Web Services (AWS) - Zero to Hero 14%

Automate the Boring Stuff with Python Programming 4%

AWS Certified Machine Learning Specialty MLS-C01 [2025] 1%

Writing High Performance Python –

Introduction to Developing QGIS Python Plugins –

GRE LivePrep - A 360 degree approach to GRE –

Start Web Development with GIS Map in JavaScript –

Advanced AI for Earth Observation –

Google tools for GIS Applications –

Server-side web GIS applications with Leaflet and PostGIS –

Introduction to web programming for GIS applications –

Internet Mapping with Geoserver, Postgres, and Openlayers 3 –

Signals and Systems : From Basics to Advance –

Learning Path: ArcGIS: Cross-Platform Apps with ArcGIS 4.x 53%

Google Certified Professional Cloud Architect 2025 27%

Introduction to PyQGIS 18%

Machine Learning A-Z: AI, Python & R + ChatGPT Prize [2025] 1%

Google Cloud Associate Cloud Engineer: Get Certified 2024 –

Python for Data Science and Machine Learning Bootcamp –