About Data Science Course

By analyzing the Current Data Science Course job Market of the Global IT market in the mind this Online Training curriculum designed to make you Unique learning master in Data Science world. Regular update to the course and content is our interest, to make you feel more comfort with current job market. Data Science Online Course is decided into different parts. They are Python Topics, Machine Learning, Deep Learning, R Programming, These are mandatory and will be done in the same flow. We at eTrainingsIndia offers Data Science Online Course for USA,UK,etc.Scroll down for more info

Satisfied Learners

Data Science Course

Introduction To Data Science

  • Introduction To DataScience
  • Real Time Use Cases Of DataScience
  • Who is a Data Scientist??
  • GitHub Tutorial
  • Skill sets needed for Data Scientist
  • 6 Steps to take in 3 Months for a complete transformation to DataScience from any other domain
  • Machine Learning-Giving Computers The ability to learn from data
  • Supervised vs Unsupervised
  • Deep Learning vs Machine Learning
  • Link to get Free Data to Practice?
  • Some Great self Learning DataScience Resources(Books,Tutorials,Videos,Papers)

Python Fundamentals

  • Software Installation
  • Introduction To Python
  • “Hello Python Program” in IDLE
  • Jupyter Notebook Tutorial
  • Spyder Tutorial
  • Introduction to Python
  • Variable,Operators,DataTypes
  • If Else,For and While Loops
  • Functions
  • Lambda Expression
  • Filter, Map,Reduce
  • Taking input from keyboard
  • Interview Question Discussion

Numpy

  • Create Arrays
  • Array Item selection & Indexing
  • Array Mathematics
  • Array Operation
  • Hands-On

Pandas

  • Introduction to Pandas
  • Series
  • Series indexing and Selection
  • Series Operation
  • Introduction to Pandas
  • Data Frames
  • Data Collection from csv,json,html,excel
  • Data Merging,Concatenation,join
  • Group By and Aggregate Function
  • Order By
  • Missing Value Treatment
  • Outlier Detection and Removal
  • Pandas builtin Data Visualization
  • Hands On 
  • Interview Discussion

Visualization,Matplotlib,Seaborn

  • Line Plots
  • Scatter Plots
  • Pair Plots
  • Histograms
  • Heat Maps
  • Bar Plots
  • Count Plots
  • Factor Plots
  • Box Plots
  • Violin Plots
  • Swarm Plots
  • Strip Plots
  • Pandas Builtin Visualization Library
  • Hands On
  • Interview Discussion

Statistics

  • Descriptive vs Inferential Statistics
  • Mean,Median,Mode,Variance,Std. dev
  • P. Central Limit Theorem
  • Co-Variance
  • Pearson’s Product Moment Correlation
  • R – Square
  • Adjusted R-Square
  • Spearman’s. Rank order Coefficient
  • Sample vs Population
  • Standardizing Data(Z-score)
  • Hypothesis Testing
  • Normal Distribution
  • Bias Variance Trade off
  • Skewness
  • P Value
  • Z-test vs T-test
  • The F distribution
  • The chi-Square test of Independence
  • Type-1 and Type-2 errors
  • Annova
  • Hands On
  • Interview Discussion 

Introduction to Machine Learning

  • Introduction to Machine Leaning
  • Machine Learning Use cases
  • Supervised vs Unsupervised vs Semi-Supervised
  • Machine Learning process Workflow
  • Training a model
  • Validating results
  • Over fitting vs Underlining
  • Ordinal vs Nominal data
  • Structured vs unstructured vs semi-structured data
  • Intro to scikitLearn
  • Hands On

Regression

  • Regression Vs Classification
  • Linear regression
  • Multivariate regression
  • Polynomial regression
  • Multi-Co linearity
  • Auto correlation
  • Heteroscedascity
  • Hands On

Classification

  • KNN
  • Svm
  • Decision Tree
  • Random Forest
  • Performance tuning of Random Forest
  • Naive Bayse
  • Over fitting Vs Under fitting
  • Hands On

Model Validation

  • Classification Report
  • Confusion Report
  • ROC
  • RMSE
  • MSE
  • Cross validation
  • Hands On

Clustering & PCA

  • Kmeans
  • How to choose number of K in KMeans
  • PCA
  • Hands on

Ensemble Methods

  • What is Ensembling
  • Types of Ensembling
  • Bagging
  • Boosting
  • Stacking
  • Random Forest
  • Important Feature Extraction
  • XG Boost
  • Hands On

NLP

  • Tokenizer
  • Stop Word Removal
  • Tf-idf
  • Document similarity
  • Word2vec Model
  • t-SNE visualisation
  • Sentiment Analysis
  • Hands On

Deep Learning

  • Basic of Neural Network
  • Type of NN
  • Cost Function
  • Tensorflow Basics
  • Hands on Simple NN with Tensorflow
  • Image classification using CNN
  • Hands On

Projects

  • Sale Prediction
  • Predict Taxi Destination

Testimonials

eTrainingsIndia is a very good institute. i have Learn Data Science Course from here.supporting is awesome seriously I have learn more by spending more time to practice with developer and doing different task’s…and a suggestion from me. please increase class time if it’s possible

Meghana K

Test Engineer, Cognizant

Very good institute to learn and upgrade our skills to Data science. I was able to build my own data science project .eTrainingsIndia coordinators are very helpful. Great learning experience.

Santhan M

Java Developer, Wells Fargo

Its been a very different experience learning here at eTrainingsIndia. The training is very much real time with all the needed support. Undergoing Data Science Course currently. Trainers are very intelligent because they help me a lot to complete project thank u

Kishore Naik

Senior Software Engineer, Zolon Tech

eTrainingsIndia is best place for education hub and to learn all cutting edge technologies so guys please don’t think about second opinion go for it…I have gone through Data science Course here .

Mohammed Kashif

SAP HCM Professional, Bank Of America

Well,eTrainingsIndia is One of the Most Encouraging Institute in Developing Student Bright Career. I prefer and refer all my frds Who Looking IT Courses Could Make Their Beautiful career In This .i have learned Data science online training

Tanuja Srireddy

Senior Analyst, NTT Data

I Just completed my Data Science Online Course from eTrainingsindia it was quite amazing experience .They reached my Expectations in teaching and explaining the course.I really admired the work of teaching staff.;…

Mounica Kona

Business Information Professional, Oracle India Pvt.Ltd

Data Science Online Course training from eTrainingsIndia is one of the Best place to learn.he is one of the best trainer i have seen in my total career. He explains current real time topics which no one can provide in any training institutes. i strongly recommend everyone to join here.

Prajwal Jaiswal

Sr.Quality Specialist , United Health Group

Data Science Online Course training from eTrainingsIndia is one of the Best place to learn.he is one of the best trainer i have seen in my total career. He explains current real time topics which no one can provide in any training institutes. i strongly recommend everyone to join here.

Prajwal Jaiswal

Sr.Quality Specialist , United Health Group

Data Science Online Course training from eTrainingsIndia is one of the Best place to learn.he is one of the best trainer i have seen in my total career. He explains current real time topics which no one can provide in any training institutes. i strongly recommend everyone to join here.

Prajwal Jaiswal

Sr.Quality Specialist , United Health Group

Data Science Online Course training from eTrainingsIndia is one of the Best place to learn.he is one of the best trainer i have seen in my total career. He explains current real time topics which no one can provide in any training institutes. i strongly recommend everyone to join here.

Prajwal Jaiswal

Sr.Quality Specialist , United Health Group

Data Science Online Course training from eTrainingsIndia is one of the Best place to learn.he is one of the best trainer i have seen in my total career. He explains current real time topics which no one can provide in any training institutes. i strongly recommend everyone to join here.

Prajwal Jaiswal

Sr.Quality Specialist , United Health Group

Data Science Online Course training from eTrainingsIndia is one of the Best place to learn.he is one of the best trainer i have seen in my total career. He explains current real time topics which no one can provide in any training institutes. i strongly recommend everyone to join here.

Prajwal Jaiswal

Sr.Quality Specialist , United Health Group

Frequently Asked Questions

  • Can I attend a  Data Science Online Demo session before enrollment?

We have limited participants or only one participant in a live Data Science Online Training session to maintain the quality standards. Se we provide demonstration session before enrollment. without attending demonstration learner couldn’t able to clear his technical doubts about his desired technology. So we always recommend a learner to attend a demonstration with the Instructor who will deliver Data Science Training

All the instructors at eTrainingsIndia are experts from the industry with minimum 9-12 years of relevant IT experience. They are subject matter experts for providing an awesome learning experience for Data Science Online Training.

  • Can i get Data Science Projects &study Material?

Yes you will get Data Science Project Training during Data Science Online Training.and it is compulsory to work on Projects to enhance real time scenarios.And yes instructor will provide Data Science Online Training study material during training tenure.

  • Can i get any assistance for Certification and any Training certificate with this training?

Yes you will get a Course completion training certificate from eTrainingsIndia ,and Instructor will assist you to prepare Data Science certification.

On Job Support is a service where we can help you to get out from your bottle neck points in your work .for more about On Job Support for any technology visit our On Job Support Page.

  • What if I have more queries?

Feel free to reach us at Phone: +91 9010769088 or mail us at contact@etrainingsindia.com

Summary
Review Date
Reviewed Item
Data Science Course
Author Rating
41star1star1star1stargray