Courses

Time Series Forecasting

Time Series Forecasting

This course introduces the concepts of Time Series Forecasting and how to prepare data for the concepts to be applied on real-world business scenarios
  • 3 bar graph
    Difficulty: Advanced
  • Asset 1
    Duration: Approximately 4 hours to complete
Fundamentals of Data Pre-processing

Fundamentals of Data Pre-processing

This course introduces the basics of data preprocessing and exploratory data analysis used for arriving at valuable insights for decision making.
  • 1 bar graph
    Difficulty: Beginner
  • Asset 1
    Duration: Approximately 1 hour
Introduction to Gradient Boosting

Introduction to Gradient Boosting

This course introduces the concepts of Gradient Boosting Classifier and how it can be applied to achieve better accuracy & predictions for the problem
  • 3 bar graph
    Difficulty: Advanced
  • Asset 1
    Duration: Approximately 5 hours
Introduction to XGBoost

Introduction to XGBoost

This course introduces the concept of Extreme Gradient Boosting Classifier that clearly lays out improvements of the algorithm over other Boosting met
  • 3 bar graph
    Difficulty: Advanced
  • Asset 1
    Duration: Approximately 5 hours
Introduction to CatBoost

Introduction to CatBoost

This course introduces the concept of Catboost algorithm, that can easily integrate with different deep learning frameworks and can work on diverse da
  • 3 bar graph
    Difficulty: Advanced
  • Asset 1
    Duration: Approximately 5 hours
Introduction to AdaBoost

Introduction to AdaBoost

This course introduces the concept and implementation of Adaptive Boosting (AdaBoost) for both Classification and Regression tasks.
  • 3 bar graph
    Difficulty: Advanced
  • Asset 1
    Duration: Approximately 5 hours
Model Selection Techniques

Model Selection Techniques

This course introduces the various techniques used for selecting a better predictive model amongst the different models built for the problem in hand.
  • 2 bar graph
    Difficulty: Intermediate
  • Asset 1
    Duration: Approximately 3.5 hours
Data Transformation

Data Transformation

This course introduces the concept of Data transformations to convert raw data into analytics ready data that can help in data summarization.
  • 1 bar graph
    Difficulty: Beginner
  • Asset 1
    Duration: Approximately 2.5 hours