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Syllabus of Machine Learning Training in Gurgaon

Aptron Gurgaon offers the best Machine Learning Training in Gurgaon with the most experienced professionals. Our Instructors are working in Machine Learning and related technologies for more years in MNC's. We are aware of industry needs and we are offering Machine Learning Training in Gurgaon in a more practical way.

Aptron Gurgaon offers the best Machine Learning Training in Gurgaon with the most experienced professionals. Our Instructors are working in Machine Learning and related technologies for more years in MNC's. We are aware of industry needs and we are offering Machine Learning Training in Gurgaon in a more practical way.

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Machine Learning Training

in Gurgaon


What is Machine Learning?

Machine Learning can simply be interpreted as the field of

Computer Science that delivers systems with the ability to learn

without being explicitly programmed. It is an application of

Artificial Intelligence (AI) that focuses on the development of

computer programs that can access data and precisely learn

different concepts all by themselves.

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Simply put, Machine learning is the subset of Artificial Intelligence,

abbreviated as AI, which deals with algorithms and systems which

have the ability to learn and improve their functionality from their

experience. This is an automatic process, which often does not

require additional programming from the coder.


Syllabus of Machine Learning

Training in Gurgaon

Introduction to Machine Learning:

1

● Need of Machine Learning

● Introduction to Machine Learning

● Types of Machine Learning, such as supervised,

unsupervised, and reinforcement learning, Machine

Learning with Python, and the applications of Machine

Learning


Supervised Learning:

2

Regression

Simple linear regression

Multiple linear regression

Assessing performance

Ridge Regression

Features selection and lasso

Nearest neighbors and kernel regression

Classification

Decision Trees and CART

Support Vector Machines(SVM)

Naive Bayes

Project work – Cancer Detection, Fraud Analysis, Spam

Filter creation


Unsupervised Learning:

3

Clustering

Overview

Types of Clustering

Types of Clustering Algorithms

K Means Clustering

Hierarchical Clustering

Difference between K Means and Hierarchical clustering

Applications of Clustering

Project Work: Social Media Analysis with Clustering


Reinforcement Learning:

4

Markov Decision

Monte Carlo Prediction

Case Study (next best offer, dynamic pricing)


Natural Language Processing and Text Mining:

5

Introduction to Natural Language Processing (NLP)

Introduction to text mining

Importance and applications of text mining

How NLP works with text mining

Writing and reading to word files

Language Toolkit (NLTK) environment

Text mining: Its cleaning, pre-processing, and text

classification


Deep Learning:

6

Introduction to Neural Networks

Convolutional Neural Networks -Industry Applications

Neural Networks - Assignment

Recurrent Neural Networks

Neural Networks Project - Gesture Recognition

Tools Covered


Time Series Analysis:

7

What is the time series? Its techniques and applications

Time series components

Moving average, smoothing techniques, and exponential

smoothing

Univariate time series models

Multivariate time series analysis

ARIMA model and time series in Python

Sentiment analysis in Python (Twitter sentiment analysis)

and text analysis


Machine Learning Course in Gurgaon will help you be a

master in the concepts and techniques of Machine

Learning with Python, which include ML algorithms,

supervised and unsupervised learning, probability,

statistics, decision tree, random forest, linear and

logistic regression, etc., through real-world hands-on

projects. Get the best Machine Learning Training in

Gurgaon from top Machine Learning experts.

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Aptron Gurgaon

Address: B-19, OLD DLF COLONY Gurgaon,

Gurgaon 122001

Phone: +91-729-181-2999

Email: info@aptrongurgaon.in

Website:

http://aptrongurgaon.in/best-machine-learning-tra

ining-in-gurgaon.html

11

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