This document outlines the topics that will be covered in a course on data science with Python. It includes sections on Python basics, data science basics, statistics, algorithms and analysis, and contact information. Some of the main topics that will be covered include data types in Python, conditional statements and loops, descriptive statistics, linear and logistic regression, decision trees, support vector machines, and principal component analysis. The course is intended to teach students the skills needed for a career in data science.

1. Data Science With Python
By Seldom India Technologies
www.SeldomIndia.com

2. PythonBasics
 Installation & Environment Setup
 Interactive Shell & User interface or IDE
 Variables & Data Types
 Operators in Python
 List
 Tuple
 Dictionaries
 Numbers
 Sets
www.SeldomIndia.com

3. PythonBasics
 Conditional Statements
 Loops & User Input
 Functions
 File Handling
 Exception Handling
 Advance Oops Concepts & Application
 Database Handling in Python
 Multi threading
www.SeldomIndia.com

4. DATASCIENCE
WITHPYTHON
BASICS
 What is Data Science & Why Data Scientists are in
demand
 What is a Data Product
 Large Scale Analysis Cost vs Storage.
 Data Science Skills
 Data Science Use Cases
 Data Acquisition
www.SeldomIndia.com

5. STATISTICS
 Descriptive Statistics
 Central Tendency Measures
 The Story of Average
 Dispersion Measures & Data Distributions
 Hypothesis Testing in Data Science
 Sampling
 ANOVA
 Probability
www.SeldomIndia.com

6. ALGORITHMS&
ANALYSIS
 NumPy
 Panda
 Data Visualization
 Exploratory data analysis – Seaborn, Univariate, Bi
Variate & Multivariate Analysis.
 Linear Regression
 Optimization Algorithm
 Logistic Regression
 Performance Measurement
www.SeldomIndia.com

7. ALGORITHMS&
ANALYSIS
 KNN
 Naive Bayes Algorithm
 Decision Tree Classifier
 Random Forest Classifier
 Support Vector Machines
 Time Series Analysis
 Problem Statement and Analysis
 Principal Component Analysis
www.SeldomIndia.com

8.  Jaipur
27, Kailashpuri, Near Khandaka Hospital, Tonk Road, Jaipur
0789 – 1719222, 94132-40301, 8426-986-222
 Delhi
K-108-109 , Laxmi Nagar, DELHI-92.
011- 22425681 Fax-22015681
 Email : CiC@SeldomIndia.com
 Website : www.SeldomIndia.com
 Facebook : https://www.facebook.com/theexcelors