Bootcamp Programs in Data Science and Analytics Course Subjects/Syllabus

Module 1: Mastering MS Excel and Concepts of Programming

• Understanding Programming Basics
• Discovering MS Excel

Module 2: Discovering Data Analysis

• Discovering SQL Basics and mastering Data Analysis
• Understanding Python for DS - Installation, Building Blocks, Strings and Data Structures
• Mastering Probability and Statistics - Hypothesis Testing, Regressions and ANOVA
• Grasping Data Preprocessing - Numpy, Pandas, RegEx
• Discerning Probability and Statistics - Descriptive Statistics, Distributions and Probability Theory
• Discovering Data Preprocessing - Web Scraping and EDA
• Grasping Python for DS - Functions, Modules, Files, Lambda functions, Errors and OOPs
• Mastering NoSQL
• Discerning Data Visualization with Tableau

Module 3: Understanding Machine Learning with Python

• Grasping Machine Learning - Math for DS
• Understanding Regularization Techniques - LASSO and RIDGE
• Discovering Machine Learning - Linear Regression
• Introduction to Classification and Logistic Regression
• Discovering KNN, Naive Bayes, and SVM
• Mastering Decision Tree, Random Forest and Boosting
• Grasping Unsupervised Learning - Clustering and PCA

Module 4: Data Engineering

• Grasping Big Data Processing with Hadoop
• Mastering Streaming Big Data with Spark
• Discovering Streaming Big Data with Spark
• Mastering Machine Learning Model Deployment on Cloud

Module 5: NLP and Deep Learning

• Discovering NLP - Feature Extraction, Texblob, Spacy, Text Classification
• Discerning Deep Learning with Keras and Tensorflow - Keras, Tensorflow, and CNN
• Grasping NLP - Sentiment Analysis and Chatbots
• Mastering Deep Learning with Keras and TensorFlow, Adv CNNs, NLP, and GANs

Module 6: Data Structures and Algorithms

• Basic Techniques of Algorithm Analysis
• Linked Lists and Binary Trees
• Analyze the Asymptotic Performance of Algorithms
• Advanced-Data Structures
• Algorithmic Design Paradigms and Methods of Analysis
• Microservices Architecture and its Implications