PYTHON DEMO VIDEO
DATA SCIENCE
ONLINE
&
CLASS ROOM
60HRS
ONLINE FEE
Statistics
Mean, Mode
Variance
covariance
Standard deviation
Correlation Coefficient
Statistical Inference concepts:
Hypothesis Testing
p-values
Types of Data Distributions
T-test,
Z-test,
Chi-Square,
ANOVA test
Correlation,
Covariance
Central Limit Theorem & Probability
Python
data structures
drawing graphs
Numpy
Pandas
sklearn
Data Analysis
read data from csv/excel sheet
Extract rows/ columns
update df with new cols
identify NAN values
identify invalid data
predict the value and replace
REGRESSION
Linear regression
Multiple regression
Polynomial Regression
CLASSIFICATION
logistic regression
Naïve Bayes Classifier
K nearest neighbors
Support Vector Machines (SVM)
Decision Tree
random forest
Time Series Analysis – ARIMA, Auto ARIMA
CLUSTERING
K means clustering
MODEL SELECTION
Principal Compenent Analysis (PCA)
Recommendation Systems
Natural language processing NLP
Deep learning
Neural networks
Single Layer & Multi-Layer Perceptron
Forward Propagation
Types of Activation functions
Bias & Weights
Optimization Techniques: RMSprop, Adam, Adagrad
Architectures:
Convolutional Neural Networks, CNN
Recurrent Neural Networks, RNN & LSTM
Project
PYTHON SCRIPTING
+
PROJECT
FOR THE BEGINNER
ONLINE
&
CLASS ROOM
ONLINE FEE
4 WEEKS
Basics
data types
operators
loops
Branching
functions
pdb
iterator
scope
namspace
Exception Handling
Data Structures
lists,
tuples
sets
dictionaries
arrays
Scripting & Automation
strings
regexp
find pattern
extrac pattern
fileio
command line args
OS Module
OOPS
class
method
constructor
destructur
data hiding
static member
static method
plymorphism
inheritance
nested classes
decorators
Operator overloading
Function overriding
MODULES
Multi Threading
Visualization
time
sys
OS
GUI Design
numpy
matplotlib
Railway reservation Project using GUI
Description:
(requires good knowldge on scripting)
1. Design GUI to enter new passenger and train details
and write backend program to save the information in database
2. Design GUI to enter source and destination details and provide button to search train details and select one of the train to book a ticket
3. Design the GUI to enter passenger details and provide optionto book a ticket and through
4. Design UI and complete backend work to book a ticket or cancel the ticket
ADVANCED PYTHON
+
PROJECT
WITH MORE MODULES
ONLINE
&
CLASS ROOM
6 WEEKS
Basics
data types
operators
loops
Branching
functions
pdb
iterator
scope
namspace
Exception Handling
Data Structures
lists,
tuples
sets
dictionaries
arrays
linked lists
Sorting
Searching
Scripting & Automation
strings
regexp
find pattern
extrac pattern
fileio
command line args
OS Module
OOPS
class
method
constructor
destructur
data hiding
static member
static method
plymorphism
inheritance
nested classes
decorators
Operator overloading
Function overriding
MODULES
Multi Threading
Visualization
time
sys
OS
GUI Design
numpy
matplotlib
INTRODUCTION
to
###############
Python in Data Science
Data Preprocessing
numpy
pandas
seiries
frames
read excel
read csv file
NaN Data
statistics
matrix
Data Visualization
matplotlib
bar,pie,scatter plots
Data Modeling
Linear regression
Split Data set using scikit-learn
into training and test data sets
########################
collections
Dequeue
Heap
######################
socket programming
socket bind listen accept
send recv connect
##############
Py games
load image
getevent
move car
##################
Oracle Database Connectivity
start database
start listener
register
connect from python
issue query and get result
#########################
DJANGO
DJANNGO FRAMEWORK
create project
create app
admin interface
views
URL mapping
#################
Multiprocessing
inter process communication
Pipes
Queues
shared memory
array and value
##################
parallel processing(new)
process vs thread
create child process
Wait()
####################
Remote machine connectivity(new)
Execute remote commands
REST API
send JSON data
receive JSON data
Update Header
Http mthods with python
GET
##################
Web scraping
Prase web page content
Extract tags
Extract same type tags
##############
interactive automation
Issue command
wait for response
Railway reservation Project using GUI
Description:
(requires good knowldge on scripting)
1. Design GUI to enter new passenger and train details
and write backend program to save the information in database
2. Design GUI to enter source and destination details and provide button to search train details and select one of the train to book a ticket
3. Design the GUI to enter passenger details and provide optionto book a ticket and through
4. Design UI and complete backend work to book a ticket or cancel the ticket
PYTHON FULL STACK
(PYTHON +HTML+CSS+DJANGO +PROJECT)
ONLINE
&
CLASS ROOM
DJANGO
8 WEEKS
introduction to html
introduction to css
Introduction
installation
setup
create project
create app
Directory Structure
admin interface
views
URL mapping
Models
CRUD Operations
Templates
render page
Template language
Boot Strap
styling with css
static files
generic views
User Registration
farm processing
Post Data
Get Data
Rest framework
GET
POST
Generic views
Reirect page
coockes
sessions
timeout
Deployment
Apache server configuration
VM configuration
GIT HUB usag
Project
Institute Management Project using Django framework
Description:
(Requires good knowldge on python scripting, OOPS)
1.Maintain student details on webserver database
2. Provide loogin form
3 Provide enquiry form to register students for different courses
4. Provide REST support to get the student details in JSON format
5. Use Bootstrap static files and css to design the website
