Professional Certificate Program in Data Science and Business Analytics

Data analysis in Excel, Analytics problem solving

Intro to DS landscape + Business problem solving, Python programming essentials I - Variables, Expressions, and Control statements, Python programming essentials II - Functions and Data structures, Python libraries for data science - NumPy, Python libraries for data science - Pandas, Python assignment, Data analysis using SQL, Practical data considerations data cleaning and Preparation

What is statistical analysis &visualisation, Visualization in python, Benefits of visualisation, Different types of statistical analysis, Visualisation using tableau, Exploratory data analysis, etc.

Linear regression - I, Linear regression - II, Logistic regression, Decision tree models, Unsupervised learning: Clustering, Unsupervised learning: Dimensionality reduction techniques-Naive Bayes Model selection & Practical consideration around modelling

Introduction to ensemble models random forest & Boosting, Introduction to deep learning, Classification & Regression models using neural networks, Introduction to convolutional neural networks, Introduction to natural language processing, Modelling on text data, Framework to AI & Business strategy, Executing AI strategy

Apply your knowledge of data science and business analytics to a real life scenario.

Fake news detection, Road lane line detection, Sentiment analysis, Colour detection with python and many more.