Module 1
Fundamentals of Data Analytics                     2 Hours
- Data Analytics across Domains
- What is Analytics?
- Types of Analytics
- AI vs ML vs DL vs DS
Module 2Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â
Basics concepts in Statistics for Data Analytics                4 Hours
- Introduction to statistics
- Central Limit Theorem
- Measures of Central Tendencies
- Measures of Sprea
- Measuring Scales
- Descriptive Statistics
- Inferential Statistics
Module 3
Advanced concepts in Statistics for Data Analytics 6 Hours
- Types of Distribution
- Hypothesis Testing
- Statistical Tests
- Analysis of Variance
- Goodness of Fit test
- Probability Theory for Data Analytics
Module 4
Python Essential for Data Science                                     15 Hours
- Python Fundamentals and Programming 6 Hours
- Data Handling with NumPy and Pandas 5 Hours
- Data Visualization with MatplotLib 2 Hours
- Advanced Data Visualization with Seaborn 2 Hours
Module 5Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â 11 Hours
Data Science with Python
- Introduction To Data Science 2 Hours
- End to End Data Science 2 Hours
- Reading data from different Sources 2 Hours
- Exploratory Data Analysis 2 Hours
- Data Science: Data Cleaning Feature Engineering 2 Hours
- Data Science Fundamentals 1 Hour
Module 6Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â 20 Hours
Supervised Learning
- Regression and Classification Algorithms
- Linear Regression 2 Hours
- Logistics regression 2 Hours
- Decision Trees And Ensamble Methods 5 Hours
- Naive Bayes 2 Hours
- Support Vector Machine ( SVM) 1 Hours
- k-Nearest Neighbors (KNN) 2 Hours
Module 7Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â Â 12 Hours
Castone Project
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