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Home
Python
Python
>
Python Basic
Introduction to Python
1
Conditional Statements
2
Looping
3
Control Statements
4
String Manipulation
5
Lists
6
Tuple
7
Dictionaries
8
Functions
9
Modules
10
Input-Output
11
Exception Handling
12
Advance Python
OOPs concept
1
Regular expressions
2
CGI
3
Database
4
Networking
5
Multithreading
6
GUI Programming
7
Sending email
8
Machine Learning with Python
Module 1 - Introduction to Machine Learning
1
Module 2 - Regression
2
Module 3 - Classification
3
Module 4 - Unsupervised Learning
4
Module 5 - Recommender Systems
5
Data Science
Introduction to Data Science
1
Exploratory data analysis
2
Introduction to machine learning
3
Linear regression and regularization
4
Model selection and evaluation
5
Classification: kNN, decision trees
6
Classification: SVM
7
Ensemble methods: random forests
8
Intro to probability: Naïve Bayes and logistic regression
9
Feature engineering and selection
10
Clustering: k-means, hierarchical,clustering
11
Dimensionality reduction: PCA and SVD
12
Text mining and information retrieval
13
Network Analysis
14
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