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Course:
Data
Science
2
topics
1 Introduction
2 Analytics using Excel
3 Statistics
4 Python & Visualization
5 SQL
6 Power BI
7 Machine Learning
8 Deep Learning
3
1. INTRODUCTION
Problem Solving Approach
Deterministic v Non Deterministic Approach
Machine Learning Philosophy
2. ANALYTICS
Excel Formula
Excel Functions
What-if Analysis
Linear Programming
Linear Regression
4
3. STATISTICS
Data and Types
Central Tendency: Mean, Median, Mode
Deviation: Range, Variance, Standard Deviation
Box Plot and its importance
Frequency distribution and its importance
Scatter Plots and its importance
Probability
Discrete Probability Distribution:
Binomial Distribution, Poisson
Continuous Probability Distribution:
Normal, t distribution, Exponential
Correlation
4 Mini Projects
5
4. PYTHON
Python Basics
Python Variables: int, float, string, bool, complex
Conditional statements
Loops
Python Collections: List, Tuple, Dictionary, Set, Frozen-
set
Mini Python Project 1
Functions and Methods
Class & Objects
Mini Python Project 2
Numpy
Working with CSV and Text files
Error Handling
Python Project 1: Using All Python concepts
6
5. DATA VISUALIZATION
Story Telling
Scipy
Pandas
Visualization Mini Project - 1
Matplotlib: basic plots and advanced plots
Visualization Mini Project - 2
NLP: N-gram models of language
NLP Project
Web Scrapping
Project: Web scraping and visualization
6. POWER BI
Connecting to Data
Transforming Data
Working with calculations and expressions
Visualizing Data
Building Graphs and Dashboards
7
7. SQL PROGRAMMING
OLTP v OLAP
Database Objects
Manipulating Data
Working with the SELECT Statement
Querying Multiple Tables
Employing Functions in Data Retrieval
Constructing Nested Queries
8. MACHINE LEARNING
Regression: Simple linear, multiple linear, ridge, lasso,
decision tree, random forest
Classification: svm, decision tree, random forest, naïve
bayes, bagging, boosting
Clustering: K means, Hierarchical
Projects
Association: Market Basket Analysis
Mini Project
12 more projects to practice
8
9. DEEP LEARNING
ANN
CNN
RNN
LSTM
Examples to practice

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Course-Data Science_generic

  • 2. 2 topics 1 Introduction 2 Analytics using Excel 3 Statistics 4 Python & Visualization 5 SQL 6 Power BI 7 Machine Learning 8 Deep Learning
  • 3. 3 1. INTRODUCTION Problem Solving Approach Deterministic v Non Deterministic Approach Machine Learning Philosophy 2. ANALYTICS Excel Formula Excel Functions What-if Analysis Linear Programming Linear Regression
  • 4. 4 3. STATISTICS Data and Types Central Tendency: Mean, Median, Mode Deviation: Range, Variance, Standard Deviation Box Plot and its importance Frequency distribution and its importance Scatter Plots and its importance Probability Discrete Probability Distribution: Binomial Distribution, Poisson Continuous Probability Distribution: Normal, t distribution, Exponential Correlation 4 Mini Projects
  • 5. 5 4. PYTHON Python Basics Python Variables: int, float, string, bool, complex Conditional statements Loops Python Collections: List, Tuple, Dictionary, Set, Frozen- set Mini Python Project 1 Functions and Methods Class & Objects Mini Python Project 2 Numpy Working with CSV and Text files Error Handling Python Project 1: Using All Python concepts
  • 6. 6 5. DATA VISUALIZATION Story Telling Scipy Pandas Visualization Mini Project - 1 Matplotlib: basic plots and advanced plots Visualization Mini Project - 2 NLP: N-gram models of language NLP Project Web Scrapping Project: Web scraping and visualization 6. POWER BI Connecting to Data Transforming Data Working with calculations and expressions Visualizing Data Building Graphs and Dashboards
  • 7. 7 7. SQL PROGRAMMING OLTP v OLAP Database Objects Manipulating Data Working with the SELECT Statement Querying Multiple Tables Employing Functions in Data Retrieval Constructing Nested Queries 8. MACHINE LEARNING Regression: Simple linear, multiple linear, ridge, lasso, decision tree, random forest Classification: svm, decision tree, random forest, naïve bayes, bagging, boosting Clustering: K means, Hierarchical Projects Association: Market Basket Analysis Mini Project 12 more projects to practice