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Data Science with Python Certification Training Course
Curriculum
10 Sections
107 Lessons
50 Hours
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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
1.1
What is Data Science?
1.2
What is Machine Learning?
1.3
What is Deep Learning?
1.4
What is AI?
1.5
Data Analytics & its types
Introduction to Python
5
2.1
What is Python?
2.2
Why Python?
2.3
Installing Python
2.4
Python IDEs
2.5
Jupyter Notebook Overview
Python Basics
11
3.1
Python Basic Data types
3.2
Lists
3.3
Slicing
3.4
IF statements
3.5
Loops
3.6
Dictionaries
3.7
Tuples
3.8
Functions
3.9
Array
3.10
Selection by position & Labels
3.11
Hands-on
Python Packages
5
4.1
Pandas
4.2
Numpy
4.3
Sci-kit Learn
4.4
Mat-plot library
4.5
Hands-on
Importing data
5
5.1
Reading CSV files
5.2
Saving Python data
5.3
Loading Python data objects
5.4
Writing data to CSV file
5.5
Hands-on
Manipulating Data
7
6.1
Selecting rows/observations
6.2
Rounding Number
6.3
Selecting columns/fields
6.4
Merging data
6.5
Data aggregation
6.6
Data munging techniques
6.7
Hands-on
Statistics Basics
47
7.1
Central Tendency
7.2
Mean
7.3
Median
7.4
Mode
7.5
Skewness
7.6
Normal Distribution
7.7
Probability Basics
7.8
What does it mean by probability?
7.9
Types of Probability
7.10
ODDS Ratio?
7.11
Standard Deviation
7.12
Data deviation & distribution
7.13
Variance
7.14
Bias variance Tradeoff
7.15
Underfitting
7.16
Overfitting
7.17
Distance metrics
7.18
Euclidean Distance
7.19
Manhattan Distance
7.20
Outlier analysis
7.21
What is an Outlier?
7.22
Inter Quartile Range
7.23
Box & whisker plot
7.24
Upper Whisker
7.25
Lower Whisker
7.26
catter plot
7.27
Cook’s Distance
7.28
Missing Value treatments
7.29
What is an NA?
7.30
Central Imputation
7.31
KNN imputation
7.32
Dummification
7.33
Correlation
7.34
Pearson correlation
7.35
Positive & Negative correlation
7.36
Error Metrics
7.37
Classification
7.38
Confusion Matrix
7.39
Precision
7.40
Recall
7.41
Specificity
7.42
F1 Score
7.43
Regression
7.44
RMSE
7.45
MSE
7.46
MAPE
7.47
Hands-on
Supervised Learning
12
8.1
Linear Regression
8.2
Linear Equation
8.3
Slope
8.4
Intercept
8.5
R square value
8.6
Logistic regression
8.7
ODDS ratio
8.8
Probability of success
8.9
Probability of failure
8.10
ROC curve
8.11
Bias Variance Tradeoff
8.12
Hands-on
Unsupervised Learning
4
9.1
K-Means
9.2
K-Means ++
9.3
Hierarchical Clustering
9.4
Hands-on
Other Machine Learning Algorithms
6
10.1
K – Nearest Neighbour
10.2
Naïve Bayes Classifier
10.3
Decision Tree – CART
10.4
Decision Tree – C50
10.5
Random Forest
10.6
Hands-on
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