Table of Contents

Visualization¶

• Vizualizing tabular data (Python)
• Vizualising for predictive analytics (Python)
• Univariate Analysis (R)
• Multivariate Analysis (R)
• Multicollinearity (R)

Statistics basics¶

• Probability (R)
• Vectors (R)
• Matrices (R)

Hypothesis Testing¶

• z-test and t-test (R)
• ANOVA Test (R)
• Chi-Square Goodness of fit (R)
• Chi-Square test of independence (R)

Factor Analysis¶

• Curse of dimensionality
• Exploratory factor analysis (R)

Prediction algorithms¶

• Classification Algorithms
  • Logistic Regression (R)
  • CHAID Decision Trees (R)
  • CART Classification (R)
• Regression Algorithms
  • Part and partial correlation
  • Linear Regression (R)

Preprocessing data¶

• Null Value Imputation (R)
• Feature engineering (Python)
• Handling Imbalanced Classes

Machine Learning¶

• Interactive Machine Learning (RShiny)
• ML using scikit-learn (Python)
• Streaming Machine Learning (Python)

Time Series forecasting¶

• Introduction to stationarity (R)
• Stationary Tests (R)
• ARIMA in R
• ARIMA in Python
• Seasonal time series (R)
• VAR Models (R)

Deep learning¶

• Perceptron
• Backpropagation
• Tensorflow and Keras

Generative AI¶

• LLM Tokenizers

Prescriptive Analytics¶

• Linear Programming (R)
• Adoption of new product (R)
• Bass Forecasting model (Python)
• Analytic Hierarchy Process

Clustering¶

• Hierarchical Clustering
• K-Means Clustering

Reinforcement Learning¶

• Customer Lifetime Value
• Recommendation Systems (R)
• Collaborative Filtering (Python)

Networks¶

• Introduction to NetworkX (Python)
• Network Science (Python)
• Network Centrality (Python)
• Shortest path using integer programming (Python)
• Network flow problems (Python)
• Community detection (Python)
• Bipartite matching (Python)

Deployment¶

• ML deployment in Flask (Python)
• Handling databases using python
• ORM (Python)

Higher education review¶

• IIMB BAI
• Part-time DS masters

External blogs¶

• Imperial college London
• Rolls Royce
• Publications/conferences
• Deployed apps

Projects¶

• Preventive maintainence
• Competitor intelligence
• Intelligent annotation
• Bid Allocation
• Reward and Recognition contests
• Supply chain analytics