Syllabus of Machine Learning Training in Gurgaon

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Machine Learning Training in Gurgaon
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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. 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.
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Syllabus of Machine Learning Training in Gurgaon
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• Introduction to Machine Learning
• 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

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• Supervised Learning
• 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

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• Unsupervised Learning
• 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

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• Reinforcement Learning
• Markov Decision
• Monte Carlo Prediction
• Case Study (next best offer, dynamic pricing)

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• Natural Language Processing and Text Mining
• 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

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• Deep Learning
• Introduction to Neural Networks
• Convolutional Neural Networks -Industry
  Applications
• Neural Networks - Assignment
• Recurrent Neural Networks
• Neural Networks Project - Gesture Recognition
• Tools Covered

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• Time Series Analysis
• 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 [phone]
• Email info_at_aptrongurgaon.in
• Website http//aptrongurgaon.in/best-machine-lear
  ning-training-in-gurgaon.html