Course Overview - Laambad E-Learning Platform

Course Overview - Laambad E-Learning Platform

Python for Data Science Course Overview

Python for Data Science

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Section 1: Course overview

Course Overview

Video - 00:1:49 mins

Section 2: Introduction to Python

Overview of Python for Data Science

Video - 00:08:03 mins

Installation and setting up the environment (Anaconda, Jupyter Notebooks).

Video - 00:19:12 mins

Python basic syntax, variables, and data types.

Video - 00:32:35 mins

Control structures: Loops (for, while), conditionals (if, elif, else).

Video - 00:17:32 mins

Functions and modular programming.

Video - 00:09:15 mins

Section 3: Python Data Structures

Lists in data Science

Video - 00:39:44 mins

Tuples in data Science

Video - 00:11:44 mins

Dictionaries in data Science

Video - 00:08:34 mins

Sets in data Science

Video - 00:03:59 mins

Section 4: Python Libraries for Data Science (NumPy)

Introduction to NumPy Library.

Video - 00:10:50 mins

Video - 00:05:58 mins

NumPy Built-in Methods

Video - 00:12:26 mins

Array Attributes and Methods

Video - 00:07:13 mins

Section 5: Python Libraries for Data Science (Pandas)

Introduction to pandas.

Video - 00:21:15 mins

Data Frame operations: indexing, slicing, filtering, sorting.

Video - 00:11:10 mins

Data Frame Manipulations: Renaming Columns

Video - 00:04:52 mins

Loc and iloc functions in Pandas

Video - 00:06:39 mins

Section 6: Data Preprocessing and Statistical Analysis

Data Preprocessing

Video - 00:26:34 mins

Data Descripting

Video - 00:08:01 mins

Retrieving and Manipulation

Video - 00:05:50 mins

Handling-missing values.

Video - 00:08:02 mins

Introduction to statistics.

Video - 00:10:55 mins

Statistical Analysis

Video - 00:13:59 mins

Group by Function

Video - 00:05:50 mins

Correlation Analysis

Video - 00:12:58 mins

Section 7: Data Visualization

Introduction to Visualization with Matplotlib and Seaborn

Video - 00:19:08 mins

Basic plotting with Matplotlib.

Video - 00:19:18 mins

Reading CSV Files

Video - 00:06:05 mins

plotting (bar, Scatter, Pair, Count and Histogram Plots)

Video - 00:17:18 mins

Video - 00:15:07 mins

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