Data Science
Dashboard
Module 1: Course Introduction
1.1
Introduction to the Course
Module 2: Data Science Intro
2.1
DataScience
2.2
Understanding Buzzwords
Module 3: Excel - Data Analysis and Visualization
3.1
DA-Excel
3.2
DA Excel 2
3.3
DA Excel 3
Module 4: Introduction to Python
4.1
Introduction to Python
4.2
Control Structures and Functions - Part 1
4.3
Control Structures and Functions - Part 2
4.4
Data Structures - Tuples
4.5
Data Structures - Lists
4.6
Data Structures - Sets
4.7
Data Structures - Dictionary
4.8
Class and Objects
Module 5: Probability
5.1
Basics of probability
5.2
Conditional and Bayes
5.3
Random Variable and Discrete Probab
5.4
Continuous Random Variables
5.5
Central Limit Theorem
Module 6: Statistics
6.1
Statistics in Data Science
6.2
Measures of Central Tendency
6.3
Measures of Dispersion
6.4
Hypothesis Testing
6.5
Types of errors
6.6
Regression Analysis
6.7
Underfitting and Overfitting
6.8
Types of Regression Analysis
6.9
Correlation and Regression
Module 7: Advanced Python Tools
7.1
NumPy Part 1
7.2
NumPy Part 2
7.3
NumPy Part 3
7.4
NumPy Part 4
7.5
Pandas Part 1
7.6
Pandas Part 2
7.7
Matplotlib Part 1
7.8
Matplotlib Part 2
7.9
Matplotlib Part 3
7.10
Matplotlib Part 4
Module 8: Exploratory Data Analysis
8.1
EDA
Module 9: Maths for DS
9.1
Matrix Vectors
9.2
Numpy, LinearAlgebra Matrix for analysis
9.3
What is a Tensor
Module 10: Deep Learning
10.1
Introduction to Deep Learning
10.2
Getting started with ML
10.3
How does ML work
10.4
Data Cleaning
10.5
Data Processing
10.6
Preprocessing in Python - Feature Scaling
10.7
Preprocessing in Python - Label Encoding
10.8
ML Classifications
10.9
ML - Regression
10.10
ML Algorithms
10.11
Classification Model
Module 11: Neural Network
11.1
Introduction to Neural networks
11.2
How do neural networks work_
11.3
Neural Network from Scratch
Module 12: Project - Covid 19 Analysis
12.1
Case Study - Part 1
12.2
Case Study - Part 2
12.3
Case Study - Part 3
Module 13: Project - Rainfall Prediction
13.1
Rainfall Prediction Part 1
13.2
Rainfall Prediction Part 2
Module 14: Project - Tumor Detection
14.1
Case Study - Tumor Detection Part 1
14.2
Case Study - Tumor Detection Part 2
Your browser does not support the video tag.
Select a lecture to begin