Syllabus of Machine Learning Training in Gurgaon - PowerPoint PPT Presentation

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Syllabus of Machine Learning Training in Gurgaon

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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. – PowerPoint PPT presentation

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Title: Syllabus of Machine Learning Training in Gurgaon


1
Machine Learning Training in Gurgaon
2
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.
3
Syllabus of Machine Learning Training in Gurgaon
1
  • 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

4
  • 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

2
5
  • 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

3
6
  • Reinforcement Learning
  • Markov Decision
  • Monte Carlo Prediction
  • Case Study (next best offer, dynamic pricing)

4
7
  • 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

5
8
  • Deep Learning
  • Introduction to Neural Networks
  • Convolutional Neural Networks -Industry
    Applications
  • Neural Networks - Assignment
  • Recurrent Neural Networks
  • Neural Networks Project - Gesture Recognition
  • Tools Covered

6
9
  • 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

7
10
  • 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.

11
Aptron Gurgaon
  • Address B-19, OLD DLF COLONY Gurgaon, Gurgaon
    122001
  • Phone 91-729-181-2999
  • Email info_at_aptrongurgaon.in
  • Website http//aptrongurgaon.in/best-machine-lear
    ning-training-in-gurgaon.html
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