Python - Heart Of AI

self Placed

Live

5 Weeks Program
31+ Section
200+ Lectures
10+ Assignments

Basic Python programming concepts,Variables, lists, loops, function like object oriented concepts in python
Data iterations and different operation on data frames using numpy and pandas.
Exception handling & more multi-threading and data base connectivity in python.
UI development and application development using Flask in using python.
Grammar Correction in Text, Speech To text Conversion in Python
Guide For non-technical learners how to start programming career and prerequisites.

72 Lectures

Python Intorduction

4 Lectures

Work Around With Jupyter Aenvironment

Data Types

Variables And Identifiers

Printing Function

Data Operators

4 Lectures

Assignment Operator

Logical Operator

Arithmetic Operator

Relationship Operator

Mini and Mega Python Projects

self Placed

Live

5+ Projects
10+ Lectures
Code + Assignments

Basic Python projects like Hangman game, snake game, phone book using python.
These projects will make you proficient in Python programming language.
Advance projects like password generate and matplotlib also covered.
Boston House price prediction.

9 Lectures

Beginner Level Projects

9 Lectures

The Hangman Game Description

The Hangman Game Code

Snake Game Description

Snake Game Code

Phonebook (Add, Delete, Updated Contacts) Description

Phonebook (Add, Delete, Updated Contacts) Code

Password Generator Description

Password Generator Code

Matplotlib Poc

Django Web Framework

self Placed

Django one of the important Python framework which helps to design web based application.
To deploy Machine learning application to web Django is top most used technique.
From installation of Django till page creation and different operations covered.
Services in Django, MVT, and object binding like all topics covered in depth.

12 Lectures

Django Basics To Intermediate

12 Lectures

Introduction To Django

Installation Of Django

First App Using Django

Pages Creation - Home Page

Dynamic Pages

Operations In Django

Services Using Django (Rest Services)

Model View Template In Django

Static Template In Django Part 1

Static Template Part 2

Object Binding In Django

Multiple Object Binding

Statistics for Machine Learning

self Placed

Live

Basics of Statistics required for Machine learning and data science.
Central tendency and measure of dispersion like stats topics
Scaling methods and variables in Stats
Distribution and data engineering part of stats covered in depth.

21 Lectures

Over View of Statistics

2 Lectures

What Is Inferential Statistics?

What Is Descriptive Statistics?

Intro to basic definitions used in Statistics

3 Lectures

Data Types

Population

Sample

Machine Learning

self Placed

Live

5 Weeks Program
33+ Section
210+ Lectures
10+ Assignments

What is machine learning, how training performs in Machine Learning, train test split in ML.
Different machine learning algorithms like linear regression, decision tree, random forest and other.
Clustering and classification algorithms in ML.
Supervised and unsupervised algorithms in ML.
LDA and PCA like important topics of Machine learning.
Docker Container and deployment of ML application to cloud.

70 Lectures

Introduction to Statistics

7 Lectures

Descriptive Statistics

Inferential Statistics

Introduction To Machine Learning

What Is Machine Learning?

Supervised Learning

Unsupervised Learning

Nan

Linear Regression with One Variable

2 Lectures

Machine Learning Honor Code

What Is Machine Learning?

Mini & Mega ML Projects

self Placed

Live

Beginner level Ml projects like employee attrition rate detection.
Classification of X-ray and IRIS data set classification projects.

12 Lectures

Beginner Level projects

4 Lectures

Employee Attrition Rate Detection Using Advance Ml Algorithms Part-1

Employee Attrition Rate Detection Using Advance Ml Algorithms Part-2

Employee Attrition Rate Detection Using Advance Ml Algorithms Part-3

Employee Attrition Rate Detection Using Advance Ml Algorithms Part-4

Intermediate Level Projects

8 Lectures

Boston House Price Prediction Description

Classification Of Covid X-ray

Classification Of Covid X-ray Code

Classification Of Flowers Using Iris Dataset Description

Classification Of Flowers Using Iris Dataset Code

Sentiment Analysis

Stock Price Prediction

Sales Forecasting

End to End Data Science

self Placed

Live

5 Weeks Program
33+ Section
180+ Lectures
10+ Assignments

From basics of Data science till advance Data science topics.
EDA techniques in Data Science.
Feature encoding and scaling on data.
Performance Metrics and time series like important Data science topics.
Data Science visualization tools like matplotlib.
Converting text data to machine understandable format like word embedding.

106 Lectures

Introduction to Data Science

2 Lectures

Introduction

How To Go Through This Course?

Exploratory Data Analysis

5 Lectures

Data Wrangling

Removing Unwanted Columns

Verify Data Is Normally Distributed?

Filling Missing Values

Checking Multi-colirnality

Deep Learning Course

self Placed

Live

5 Weeks Program
34+ Section
200+ Lectures
10+ Assignments

In depth artificial neural network.
Forward propagation and backward propagation mechanism.
Loss functions and minimizing loss using gradient descent techniques
Different optimizers in deep learning.
Normalization and activation functions crucial deep learning topics.
Model evaluation and fine tuning.
CNN,RNN,LSTM and GAN like advanced deep learning topics in depth.

70 Lectures

Introduction To Deep Learning

1 Lectures

Introduction To Course

Artificial Neural Network

9 Lectures

Introduction To Deep Learning

What Is Biological Intuition To Get Ai Popular ?

What Is Perceptron?

How Should We Assign Weights?

Training Neural Network

Neural Network In Logestic Regression

Single Neuron Vs Multi Neuron

Training Deep Neural Network

Neural Network Hyperparameters

PowerBI

Report generation in PowerBI.
Industry standard projects in PowerBI
Creating app using PowerBI, drill down approach and writing queries using SQL.
One of the most used visualization tool in the industry covered from basic installation till top visualization techniques.

63 Lectures

Introduction To PowerBI

4 Lectures

Introduction

What Should One Learn

Echo System

Sql And Powerbi

Basics Of PowerBI

5 Lectures

Features In Powerbi-part1

Features In Powerbi-part2

Features In Powerbi-part3

Features In Powerbi-part4

Features In Powerbi-part5

Tableau In Depth

self Placed

Advance chart in Tableau and story creation for winning business.
In-depth navigation menus in tableau like server menu and format menu.
Creation of different charts using Tableau.
Installation and primary setup for Tableau
Business requirement understanding for visualization.

69 Lectures

Introduction To Tableau

5 Lectures

Introduction To Tableau

Course Agenda

Tableau Ecosystem And Installation

Getting Started With Tableau And Registration

Logging Into Tableau Public Account

Getting Started with Tableau

6 Lectures

Getting Started With Tableau - Import Data

Working With Different Sources In Tableau

Different Connectors Available In Tableau

Working With Sql Server In Tableau

Calculated Fields And Different Functions In Tableau

Working With Flows And Different Outputs In Tableau

Open CV

self Placed

Introduction to OpenCV and Understanding Image
Installation Of OpenCV.
Basic operations on image
Process images and find objects in it
Canny Edge detection
Face recognition and Detection (Project)

21 Lectures

World's Best AI Learning Platform with profoundly Demanding Certification Programs

Master In Artificial Intelligence With IBM Certification Bangalore

What do you get in this course?

According to Gartner Research, there is 2.9Lakh Data Scientist Required in 2022.

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Requirements

Learning Path

Curriculum

Total Lectures: 550

Python - Heart Of AI

Python Intorduction

Work Around With Jupyter Aenvironment

Data Types

Variables And Identifiers

Printing Function

Data Operators

Assignment Operator

Logical Operator

Arithmetic Operator

Relationship Operator

Python Intorduction

Work Around With Jupyter Aenvironment

Data Types

Variables And Identifiers

Printing Function

Data Operators

Assignment Operator

Logical Operator

Arithmetic Operator

Relationship Operator

Dictionary in Python

Key Values Concept

Slicing In Dictionary

Addind New Key And Value In Dictionary

Replacing Value In Dictionary

Deleting Value In Dictionary

Constructors In Python

Creating A Nested Dictionary

Creating Nested Key Value

Tuples in Python

Creating Tuple With Python

Creating With Built-in Function

Creating Tuple With Mixed Data Types

Accessing Tuple With Indexing

Tuple Unpacking

Concatenation Of Tuple

Slicing Tuple

Deleting Tuple

Sets in Python

Creating A Set

Sets With Strings

Sets With List

List in Python

Appending In List

Poping In Listt

Removing In List

Sum In List

Max Of List

Min Of List

Sorting The List

Removing From List

Indexing In List

Deleting In List

Count In List

Insert To The List

Extend To The List

Strings in Python

Creating Strings

Indexing In Strings

Slicing In Strings

Replacing Of Characters In Strings

Accesing Characters In String

Deleting/updating Of String

Escape Sequence In Python

Upper And Lower In Strings

Keywords In Python

Statement Indentation And Coment

Swapping Two Numbers

Taking Input In Python

If-Else Statement