
Advanced Certification in AI with Data science & Generative AI
- ✔Foundations of Programming Logic: Python basics, OOP, conditional logic, iterations, AI-assisted coding (4 weeks)
- ✔Python for Computational Thinking: Data structures, NumPy, Pandas, data wrangling, visualization with Matplotlib & Seaborn, exploratory data analysis (4 weeks)
- ✔Introduction to SQL: Query basics, aggregations, joins, window functions, CTEs, SQL-Python integration, AI-powered SQL optimization (2 weeks)
- ✔Fundamentals of Analytics & Dashboarding: Excel analysis, Tableau ecosystem, PowerBI dashboards, KPI-based dashboarding, AI-enhanced presentations (2 weeks)
- ✔Practical Statistics: Mathematical foundations, probability distributions, sampling, hypothesis testing, correlation, regression, AI-enhanced math (4 weeks)
- ✔Introduction to Machine Learning: Supervised and unsupervised learning, model validation, feature engineering, ensemble learning, time series forecasting, AutoML (4 weeks)
- ✔Deep Learning Fundamentals: Neural networks, Keras, TensorFlow, CNNs for image analysis, transfer learning, NLP, text preprocessing (2 weeks)
- ✔Cloud Infrastructure and Services: AWS fundamentals, compute, storage, networking, managed services, serverless architectures, cloud environments (4 weeks)
- ✔Generative AI: LLMs, prompt engineering, GenAI for data cleaning & EDA, synthetic data generation, AI agents with n8n, GenAI pipeline integration (4 weeks)



















