Python Programming Fundamentals
4-5 weeksSkills You'll Build
Python syntax and data structuresControl flow and functionsObject-oriented programming basicsFile I/O and data handlingVirtual environments and pip
BI Analyst → AI Engineer
Business Intelligence Analyst to AI Engineer
Transform your BI expertise into AI engineering skills. Your experience with data visualization, SQL, and business metrics gives you a unique advantage in building AI systems that deliver measurable business value. Transition from dashboards and reports to intelligent applications that automate insights.
5-8 months
Prerequisites
- SQL proficiency for data analysis
- Data visualization tools (Tableau, Power BI, Looker)
- Business metrics and KPIs understanding
- Statistical analysis basics
- ETL and data pipeline familiarity
Your Learning Path
Python for Data Analysis
3-4 weeksSkills You'll Build
Pandas for data manipulationNumPy for numerical computingData cleaning and transformationWorking with APIsJupyter notebooks
Machine Learning Foundations
4-5 weeksSkills You'll Build
ML concepts and terminologySupervised vs unsupervised learningModel evaluation basicsFeature engineeringCommon ML algorithms
LLM APIs and Applications
4-5 weeksSkills You'll Build
OpenAI API integrationClaude API fundamentalsPrompt engineeringBuilding conversational appsAPI best practices
RAG Systems for Business Data
4-5 weeksSkills You'll Build
Vector embeddingsDocument processingBuilding searchable knowledge basesRAG for reports and dashboardsIntegration with BI tools
Portfolio and Career Transition
3-4 weeksSkills You'll Build
AI portfolio projectsResume positioningInterview preparationSalary negotiationContinuous learning strategy