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Data Science with Python Certification Training Course
Curriculum
10 Sections
107 Lessons
50 Hours
Expand all sections
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Introduction to Data Science
In this module of data science training, you will learn Supervised Learning Techniques and their implementation, for example, Decision Trees, Random Forest Classifier etc.
5
7.1
What is Data Science?
7.2
What is Machine Learning?
7.3
What is Deep Learning?
7.4
What is AI?
7.5
Data Analytics & its types
Introduction to Python
5
8.0
What is Python?
8.1
Why Python?
8.2
Installing Python
8.3
Python IDEs
8.4
Jupyter Notebook Overview
Python Basics
11
9.0
Python Basic Data types
9.1
Lists
9.2
Slicing
9.3
IF statements
9.4
Loops
9.5
Dictionaries
9.6
Tuples
9.7
Functions
9.8
Array
9.9
Selection by position & Labels
9.10
Hands-on
Python Packages
5
10.0
Pandas
10.1
Numpy
10.2
Sci-kit Learn
10.3
Mat-plot library
10.4
Hands-on
Importing data
5
11.0
Reading CSV files
11.1
Saving Python data
11.2
Loading Python data objects
11.3
Writing data to CSV file
11.4
Hands-on
Manipulating Data
7
12.0
Selecting rows/observations
12.1
Rounding Number
12.2
Selecting columns/fields
12.3
Merging data
12.4
Data aggregation
12.5
Data munging techniques
12.6
Hands-on
Statistics Basics
47
13.0
Central Tendency
13.1
Mean
13.2
Median
13.3
Mode
13.4
Skewness
13.5
Normal Distribution
13.6
Probability Basics
13.7
What does it mean by probability?
13.8
Types of Probability
13.9
ODDS Ratio?
13.10
Standard Deviation
13.11
Data deviation & distribution
13.12
Variance
13.13
Bias variance Tradeoff
13.14
Underfitting
13.15
Overfitting
13.16
Distance metrics
13.17
Euclidean Distance
13.18
Manhattan Distance
13.19
Outlier analysis
13.20
What is an Outlier?
13.21
Inter Quartile Range
13.22
Box & whisker plot
13.23
Upper Whisker
13.24
Lower Whisker
13.25
catter plot
13.26
Cookโs Distance
13.27
Missing Value treatments
13.28
What is an NA?
13.29
Central Imputation
13.30
KNN imputation
13.31
Dummification
13.32
Correlation
13.33
Pearson correlation
13.34
Positive & Negative correlation
13.35
Error Metrics
13.36
Classification
13.37
Confusion Matrix
13.38
Precision
13.39
Recall
13.40
Specificity
13.41
F1 Score
13.42
Regression
13.43
RMSE
13.44
MSE
13.45
MAPE
13.46
Hands-on
Supervised Learning
12
14.0
Linear Regression
14.1
Linear Equation
14.2
Slope
14.3
Intercept
14.4
R square value
14.5
Logistic regression
14.6
ODDS ratio
14.7
Probability of success
14.8
Probability of failure
14.9
ROC curve
14.10
Bias Variance Tradeoff
14.11
Hands-on
Unsupervised Learning
4
15.0
K-Means
15.1
K-Means ++
15.2
Hierarchical Clustering
15.3
Hands-on
Other Machine Learning Algorithms
6
16.0
K โ Nearest Neighbour
16.1
Naรฏve Bayes Classifier
16.2
Decision Tree โ CART
16.3
Decision Tree โ C50
16.4
Random Forest
16.5
Hands-on
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