Course Info

Length: 1 Week

Type: Online

Available Dates

Fees

  • Dec-30-2024

    1,770

  • Jan-20-2025

    1,770

  • Feb-17-2025

    1,770

  • Mar-17-2025

    1,770

  • Apr-21-2025

    1,770

  • May-19-2025

    1,770

  • June-16-2025

    1,770

  • July-21-2025

    1,770

  • Aug-18-2025

    1,770

  • Sep-15-2025

    1,770

  • Oct-20-2025

    1,770

  • Nov-17-2025

    1,770

  • Dec-15-2025

    1,770

Course Details

Course Outline

5 days course

Exploratory Data Analysis

  • Introduction to exploratory data analysis (EDA)
  • Techniques for data visualization and exploration
  • Measures of central tendency, dispersion, and correlation
  • Outlier detection and treatment
  • Hand-on examples

Machine Learning for Data Analysis

  • Introduction to machine learning (ML) algorithms
  • Supervised learning: regression, classification, decision trees, random forests
  • Unsupervised learning: clustering, dimensionality reduction
  • Cross-validation and hyperparameter tuning
  • Hand-on examples

Time Series Analysis

 

  • Introduction to time series data
  • Time series decomposition and trend analysis
  • Seasonality and periodicity analysis
  • Autoregressive Integrated Moving Average (ARIMA) models
  • Hand-on examples

Bayesian Data Analysis

  • Introduction to Bayesian statistics
  • Bayes' theorem and probability distributions
  • Bayesian modeling and inference
  • Markov Chain Monte Carlo (MCMC) methods
  • Hand-on examples

Big Data Analytics

 

  • Introduction to big data and distributed computing
  • MapReduce and Hadoop ecosystem
  • Apache Spark and Spark SQL
  • Machine learning on big data: Spark MLlib
  • Hand-on examples

Course Video