Data Analytics Certification Course in Canberra

Syllabus of Data Analytics Online Training in Canberra

Module 1: Descriptive Statistics

• 1. Introduction to the course
• 2. Descriptive Statistics
• 3. Probability Distributions

Module 2: Inferential Statistics

• 1. Inferential Statistics through hypothesis tests
• 2. Permutation & Randomization Test

Module 3: Regression & ANOVA

• 1. Regression
• 2. ANOVA(Analysis of Variance)

Module 4: Machine Learning: Introduction and Concepts

• 1. Differentiating algorithmic and model based
• 2. frameworks
• 3. Regression : Ordinary Least Squares, Ridge
• 4. Regression, Lasso Regression

Module 5: Supervised Learning with Regression and Classification techniques -1

• 1. Bias-Variance Dichotomy
• 2. NPTEl
• 3. Department of Management
• 4. StudiesIIT Madras
• 5. Model Validation Approaches
• 6. Logistic Regression
• 7. Linear DiscriminantAnalysis
• 8. Quadratic DiscriminantAnalysis
• 9. Regression and Classification Trees
• 10. Support Vector Machines

Module 6: Supervised Learning with Regression and Classification techniques -2

• 1. Ensemble Methods: Random Forest
• 2. Neural Networks
• 3. Deep learning

Module 7: Unsupervised Learning and Challenges for Big Data Analytics

• 1. Clustering
• 2. Associative Rule Mining
• 3. Challenges for big data anlalytics

Module 8: Prescriptive analytics

• 1. Creating data for analytics through designed experiments
• 2. Creating data for analytics through Active learning
• 3. Creating data for analytics through Reinforcement learning