Data Science using Python
₹13,000.00
₹999.00

Course Features
- Lectures 107
- Quizzes 0
- Students 396
- Assessments Yes
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Course Overview
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Introduction to Artificial Intelligence
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Anaconda Installation
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Basics of Python: Oops
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Exploratory: Descriptive Analysis
- Introduction to Data Science
- Basic Terminology of Data Science: Key Term -1
- Basic Terminology of Data Science: Key Term -2
- Types of Variable
- Concepts under Data Science
- Topics Under Descriptive Analysis
- Data Science: Project Report
- What is outlier?
- What is Mean and Purpose of it
- What is Median and Purpose of it
- Mean vs Median
- Mode
- Python: Dataset Explanation
- Python: Mean, Median and Mode
- Python: Quantitative and Qualitative
- Python Class and Function Fair copy
- Python Custom Table for Mean, Median and Mode
- Percentile and Purpose of it
- Python: Percentile and Lesser and greater range of outlier
- Inter Quartile Range and Outlier
- Python IQR
- Python IQR: Lesser range outlier and Greater range outlier
- Python Fair Descriptive
- Python Detecting Lesser and Greater outlier
- Python Detecting Outlier Fair copy
- Cross Checking for replaced outlier
- Frequency , Relative Frequency and Cumulative Frequency
- Python: Frequency, Relative Frequency and Cumulative Frequency
- Fair Frequency, Relative Frequency
- Variance
- Standard Deviation
- Python Standard Variance
- Skewness and Kurtosis
- Python Skewness, Kurt and Histogram
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Exploratory: Inferential Analysis
- What is Inference Analysis?
- Univariate ,Bivariate and Multivariate
- Concept Under each Analysis
- Co-Variance
- Correlatoion
- Python Covariance, Correlation
- Multicollinearity
- Variance Inflation Factor and Homoscedasticity
- Homoscedasticity and Heteroscedasticity
- Introduction univariate
- Probability Density Curve
- Python PDF
- Python CDF
- Z-Score
- Python Z-Score
- Types of Test
- Paired & Unpaired T-Test
- Python T Test
- F Test
- Hypothesis Testing
- Analysis of Variance and One way Testing
- Python Anavo One Way Testing
- Anavo Two Analysis
- Python Anavo Two way Testing
- Python Two Post hoc
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Data Visualization: Matplotlib
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Data Visualization: Seaborn
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Data Visualization: Tableau
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Data Preprocessing
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Radha
Excellent Course
Those who want to learn from basic can learn from this course.