| 1 | Basic Python Programming | ✓ | ✓ | ✓ | ✓ | |
| 2 | Python for Software Engineering | ✓ | ✓ | ✓ | ✓ | |
| 3 | Data Visualization with Tableau | ✓ | ✓ | | ✓ | |
| 4 | Data Wrangling with Python | ✓ | ✓ | | ✓ | |
| 5 | Fundamentals of Probability | ✓ | ✓ | ✓ | ✓ | |
| 6 | Random Variables and Statistical Test | ✓ | ✓ | | ✓ | |
| 7 | Experimental Design and A/B Testing | ✓ | ✓ | | | |
| 8 | Multivariate Testing and Bandit Experimentation | ✓ | ✓ | | | |
| 9 | Marketing & Customer Analytics Basics | ✓ | ✓ | | ✓ | |
| 10 | Marketing & Customer Research and Experimentation | ✓ | ✓ | | ✓ | |
| 11 | Introduction to Credit Scoring Analytics | ✓ | ✓ | | ✓ | |
| 12 | Credit Scoring Analytics: Scorecard Development | ✓ | ✓ | | ✓ | |
| 13 | Fraud Analytics: Statistical Approach | ✓ | ✓ | | ✓ | |
| 14 | Fraud Analytics: Supervised, Unsupervised, and Active Learning with Feedback | ✓ | ✓ | | ✓ | |
| 15 | Categorical Statistics with Logistic Regression | ✓ | ✓ | | | |
| 16 | Categorical Statistics for Multicategory and Ordinal Responses | ✓ | ✓ | | | |
| 17 | Introduction to Causality | ✓ | ✓ | | | |
| 18 | Advance Causality Modeling | ✓ | ✓ | | | |
| 19 | Introduction to Bayesian Statistics | ✓ | ✓ | | | |
| 20 | Bayesian Statistics, Hierarchical Modeling | ✓ | ✓ | | | |
| 21 | SQL for Business Analytics | ✓ | ✓ | | | |
| 22 | Relational Database Design | ✓ | ✓ | ✓ | | |
| 23 | Business Analytics in Multiple Departments | ✓ | | | | |
| 24 | Business Analytics in Industries | ✓ | | | | |
| 25 | Foundation of Statistics | ✓ | | | ✓ | |
| 26 | Linear Regression Design and Evaluation | ✓ | | | ✓ | |
| 27 | Time Series Analytics: Statistical Method | ✓ | | | | |
| 28 | Time Series Analytics Forecasting | ✓ | | | | |
| 29 | Sampling Methods: Random, Stratified, and Systematic | ✓ | | ✓ | | |
| 30 | Sampling Methods: Multi-stage and Unequal Probability | ✓ | | ✓ | | |
| 31 | Basic Machine Learning Algorithm | | ✓ | | ✓ | |
| 32 | Advanced Machine Learning Algorithm | | ✓ | | ✓ | |
| 33 | Machine Learning Pipeline and Workflow | | ✓ | | ✓ | |
| 34 | Machine Learning Deployments | | ✓ | | ✓ | |
| 35 | Machine Learning Cases: Popular Industrial Cases | | ✓ | | ✓ | |
| 36 | Machine Learning Cases: Time Series and Unstructured Data | | ✓ | | ✓ | |
| 37 | Linear Algebra: Vector, Matrix, and Distance | | ✓ | | ✓ | |
| 38 | Least Square Regression Series | | ✓ | | ✓ | |
| 39 | Fundamentals of Neural Network | | ✓ | | ✓ | |
| 40 | Neural Network Optimization Strategy | | ✓ | | ✓ | |
| 41 | Building Machine Learning from Scratch | | ✓ | | ✓ | |
| 42 | Building Machine Learning from Scratch II | | ✓ | | ✓ | |
| 43 | Introduction to Machine Learning Solution | | ✓ | | ✓ | |
| 44 | Building Machine Learning Product | | ✓ | | ✓ | |
| 45 | Introduction to Recommender System | | ✓ | | ✓ | |
| 46 | Recommender System: Matrix Factorization and Ranking | | ✓ | | ✓ | |
| 47 | Natural Language Processing: Vectorizing Word and Language Model | | ✓ | | ✓ | |
| 48 | Natural Language Processing: Advanced Topic Attention, Transformers, and LangChain | | ✓ | | ✓ | |
| 49 | Applied Calculus for Machine Learning: Limit and Differential | | ✓ | | ✓ | |
| 50 | Applied Calculus for Machine Learning: Approximation and Integral | | ✓ | | ✓ | |
| 51 | Introduction to DevOps & CI/CD | | | ✓ | | |
| 52 | Web Server Management | | | ✓ | | |
| 53 | Introduction to Data Engineering with Python | | | ✓ | | |
| 54 | ETL Pipeline with Python | | | ✓ | | |
| 55 | Fundamentals of Data Warehousing | | | ✓ | | |
| 56 | Data Warehouse & Data Mart | | | ✓ | | |
| 57 | Data Profiling, Integration, and ETL Pipeline | | | ✓ | | |
| 58 | Data and ML Pipeline with PySpark | | | ✓ | | |
| 59 | Data Orchestration with Airflow | | | ✓ | | |
| 60 | ML Ops Workflow for Experiment Tracking | | | ✓ | | |
| 61 | ML Deployment and Testing | | | ✓ | | |
| 62 | Modern Analytics Pipeline | | | ✓ | | |
| 63 | Modern Data Pipeline for Machine Learning | | | ✓ | | |
| 64 | Introduction to Management and Strategy | | | | | ✓ |
| 65 | Management Strategy: Positioning, Competition and Strategy | | | | | ✓ |
| 66 | Data Manipulation in Spreadsheet | | | | | ✓ |
| 67 | Data Processing in Spreadsheet | | | | | ✓ |
| 68 | Financial Simulation for Decision | | | | | ✓ |
| 69 | End to End Financial Simulation | | | | | ✓ |
| 70 | Introduction to Business Process | | | | | ✓ |
| 71 | Business Process Management | | | | | ✓ |
| 72 | Product Management | | | | | ✓ |
| 73 | Growing Product with Users | | | | | ✓ |
| 74 | Introduction to Project Management | | | | | ✓ |
| 75 | Project Management | | | | | ✓ |
| 76 | Introduction to Statistics for Business | | | | | ✓ |
| 77 | Statistics Cases in Business | | | | | ✓ |
| 78 | Introduction to Economics for Business | | | | | ✓ |
| 79 | Economics for Business | | | | | ✓ |
| 80 | Introduction to Pricing | | | | | ✓ |
| 81 | Pricing Strategy | | | | | ✓ |
| 82 | Introduction to People Management | | | | | ✓ |
| 83 | People Strategy | | | | | ✓ |
| 84 | Introduction to Strategic Management | | | | | ✓ |
| 85 | Strategic Management | | | | | ✓ |
| 86 | Fundamentals of Customer Development | | | | | ✓ |
| 87 | Next Stage of Customer Development | | | | | ✓ |
| 88 | Basics of Sales and Leads Generation Strategy | | | | | ✓ |
| 89 | Accelerating Sales and Leads Generation | | | | | ✓ |
| 90 | Introduction to Growth Strategy | | | | | ✓ |
| 91 | Growth Hacker Strategy | | | | | ✓ |
| 92 | Fundamentals of Qualitative Research in Marketing | | | | | ✓ |
| 93 | Qualitative Market Analysis | | | | | ✓ |
| 94 | Marketing Analytics Basic | | | | | ✓ |
| 95 | Marketing Analytics Advance | | | | | ✓ |
| 96 | Fundamentals of Marketing Strategy | | | | | ✓ |
| 97 | Advanced Marketing Strategy | | | | | ✓ |