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Advanced Python for Machine Learning
What is Python..?
A Brief history of Python
Why Should I learn Python..?
Installing Python
How to execute Python program
Write your first program
Variables
Numbers
String
Lists ,Tuples & Dictionary
if…statement
if…else statement
elif…statement
The while…Loop
The for….Loop
continue statement
break statement
pass statement
Define function
Calling a function
Function arguments
Built-in functions
Modules
How to import a module…?
Packages
How to create packages
Introduction about classes & objects
Creating a class & object
Inheritance
Methods Overriding
Data hiding
Writing data to a file
Reading data from a file
Read and Write data from csv file
try…except
try…except…else
finally
os module
What is Machine learing?
Overview about sci-kit learn and tensorflow
Types of ML
Some complementing fields of ML
ML algorithms
Machine learning examples
Creating multidimensional array
NumPy-Data types
Array attributes
Indexing and Slicing
Creating array views and copies
Manipulating array shapes
I/O with NumPy
Installing pandas
Pandas dataframes
Pandas Series
Data aggregation with Pandas DataFrames
Concatenating and appending DataFrames
Joining DataFrames
Handling missing data
What are regular expressions?
The match Function
The search Function
Matching vs searching
Search and Replace
Extended Regular Expressions
Wildcard
Install the cx_Oracle and other Packages
Create Database Connection
CREATE, INSERT, READ, UPDATE and DELETE Operation
DML and DDL Oepration with Databases
Performing Transactions
Handling Database Errors
Disconnecting Database
Simple regression
Multiple regression
Logistic regression
Predicting house prices with regression
Defnition
Types of clustering
The k-means clustering algorithm
Introducing data mining
Decision Tree
Affiity Analysis
Clustering
Install nltk
Tokenize words
Tokenizing sentences
Stop words with NLTK
Stemming words with NLTK
Speech tagging
Sentiment analysis with NLTK
Introducing matplotlib
Bar Charts
Line Charts
Scatter plots
Bubble charts
Setting up opencv
Loading and displaying images
Applying image filters
Tracking faces
Face recognition
Simple linear regression
Multiple regression
Training and testing model
| EDA on movies database | Mini |
| House price prediction using Regression | Mini |
| Predict survival on the Titanic using Classification | Mini |
| Image Clustering | Mini |
| Document Clustering | Mini |
| Twitter US Airline Sentiment | Major |
| Restaurant revenue prediction | Major |
| Disease Prediction | Major |
Note: Depends upon Trainers above projects may vary
Course completion certificate and Global Certifications are part of our all Master Program
Course completion certificate and Global Certifications are part of our all Master Program
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