Machine Learning Training in Gurgaon
By: Mayank Singh
Tags: Machine, Machine Learning Training, Gurgaon, Training, Machine Learning

Aptron Gurgaon gives the best Machine Learning Training in Gurgaon. We offer live-educator drove meetings which will help you ace the key ideas engaged with Machine Learning, for example, what is Data Science, Era of Data Science, Data Extraction, Wrangling, and Visualization, Introduction to Machine Learning with Python, Supervised Learning — I, Dimensionality Reduction, Supervised Learning — II, Unsupervised Learning, Association Rules Mining and Recommendation Systems, Reinforcement Learning, Time Series Analysis, and Model Selection and Boosting.

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.

Syllabus of Machine Learning Training in Gurgaon

Module 01 — 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

Module 02 — 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

Module 03 — 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

Module 04 — Reinforcement Learning:

Markov Decision

Monte Carlo Prediction

Case Study (next best offer, dynamic pricing)

Module 05 — Natural Language Processing and Text Mining:

Introduction to Natural Language Processing (NLP)

Introduction to text mining

Importance and applications of text mining

How NPL works with text mining

Writing and reading to word files

Language Toolkit (NLTK) environment

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

Module 06 — Deep Learning:

Introduction to Neural Networks

Convolutional Neural Networks -Industry Applications

Neural Networks — Assignment

Recurrent Neural Networks

Neural Networks Project — Gesture Recognition

Tools Covered

Module 07 — 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

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.