Advanced SQL
- Complex Queries and Subqueries
- Advanced JOIN Operations
- Window Functions
- Common Table Expressions (CTEs)
- Recursive Queries
- Indexing and Performance Tuning
- Stored Procedures and Functions
- Triggers and Events
- Dynamic SQL
- SQL Security Measures
- Transaction Management and Concurrency Control
- Handling Large Datasets
- SQL with JSON and XML
- Integrating SQL with Other Programming Languages
Time Series
- Introduction to Time Series Analysis
- Components of Time Series
- Time Series Data Collection and Preparation
- Moving Averages
- Exponential Smoothing
- ARIMA Models
- Seasonal Adjustments
- Trend Analysis
- Cyclical and Irregular Components
- Forecasting Techniques
- Model Diagnostics and Validation
- Spectral Analysis
- Multivariate Time Series Analysis
Data Analysis using R Programming
- Introduction to R
- R Studio Interface
- Data Structures in R (Vectors, Lists, Data Frames, Matrices)
- Data Import and Export in R
- Data Manipulation with dplyr
- Data Cleaning Techniques
- Exploratory Data Analysis in R
- Statistical Analysis with R
- Regression Analysis
- Classification Techniques
- Data Visualization with ggplot2
Advanced Machine Learning
- Ensemble Methods
- Neural Networks
- Unsupervised Learning
- Reinforcement Learning
- Advanced Regression Techniques
- Support Vector Machines
- Natural Language Processing
- Generative Models
- Graphical Models
- Advanced Optimization Techniques
- Model Evaluation and Hyperparameter Tuning
- Advanced Feature Engineering
- Model Interpretability and Explainability
- Deployment of Machine Learning Models
