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Data Science and Machine Learning Training in Chennai

Introduction to Data Science

Introduction to Data Science – Introduction to Machine Learning – What is Python – Role ofPython in Machine Learning and Python –Installing Python – Python IDE’s – JupyterNotebook Installation and usage.

Python Packages

What is package – Advantage of usingpackages over core Python – Pandas – Numpy– Sci-kit Learn – Mat-plot library.

Manipulating data

Selecting rows / observations – RoundingNumbers – Selecting columns and fields –Merging data – Data aggregation – Datamunging techniques.


Probability Basics – What is meant byprobability, Types, ODDS ratio – StandardDeviation – Data deviation andDistribution , Variance. Bias variantTradeoff – Underfitting, Overfitting.Distance metrics - Euclidean Distance,Manhattan Distance. Outlier analysis -What is an Outlier?, Inter Quartile Range,Box & whisker plot, Upper Whisker, LowerWhisker, Scatter plot, Cook’s Distance, -Missing Value treatment - What is NA?,Central Imputation, KNN imputation,Dummification. Correlation - Pearsoncorrelation, positive & Negativecorrelation.

Machine Learning

Supervised Learning - Linear Regression,Linear Equation, Slope, Intercept, R squarevalue, Logistic regression, ODDS ratio,Probability of success, Probability of failureBias Variance Tradeoff, ROC curve, BiasVariance Tradeoff –

Unsupervised Learning - K-Means, K-Means ++, Hierarchical Clustering - SVM -Support Vectors, Hyperplanes, 2-D Case,Linear Hyperplane - SVM Kernal – Linear,Radial, Polynomial

SQL Introduction

Select query - Sub Query - Regular Expressions Functions andConditions in SQL - Date and Time in SQL - SQL Privileges

Sample Project

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Our PHP Training Courses

PHP Training

Three letters that together constiture the name of one of the world’s most popular programming languages for Web development, the PHP Hypertext Preprocessor. And while you might chuckle at the geekiness of the recursive acronym, statistics indicate that...

MySQL Training

MySQL is an Open-Source relational database management system that is rapidly growing in popularity. Known for its speed, reliability, and ease of use, MySQL has proven itself to be particularly well suited both for beginners and for experienced...

Web Designing Training

Professional website design involves a lot of interconnected tasks. To be a successful web designer or to manage a web-design project, you must understand the entire production process and the people and the people you’ll work with along...