Syllabus of Machine Learning Training in Gurgaon

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:
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● 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:
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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:
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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:
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Markov Decision
Monte Carlo Prediction
Case Study (next best offer, dynamic pricing)

Natural Language Processing and Text Mining:
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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:
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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:
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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

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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
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