Welcome to Nakshatra Software Training

Data Science Online Training

Course Duration : 55 to 60 Hrs

Data Science Course Content

Data Science Overview

• Introduction to Data Science
• Different Sectors using Data Science
• Python vs R
• What is the role of a Data Analyst
• What is the role of a Data Scientist
• Opportunities in Data Science

Data Analysis Overview

• Data Analysis Process
• Knowledge Check
• Exploratory Data Analysis
• EDA - Quantitative Technique
• Types of Variables
• Types of Problems

Data Visualization Overview

• Why Visualize everything ?
• Importance of Visualization
• Types of Visualization Strategies
• Color Palettes
• Types of Charts
• When to Use Different Charts
• Sub Plots
• Plotting with Pandas
• Matplotlib
• Seaborn
• Plotly - Advanced Data Visualization
• Scientific Data Visualization
• Driving Insights from Visualizations

Python Programming Language

• History and Overview
• Applications and Use Cases
• Syntax, Comments, Variables
• Data Types, Numbers, Casting
• Strings, Booleans, Operators
• Lists, Tuples
• Sets, Dictionaries
• Loops and Conditionals
• Lambdas and Arrays
• Classes and Objects
• Inheritance
• Iterators
• Scope and Modules
• Dates and Json
• Regular Expressions
• File Handling
• Numpy
• Pandas
• Advanced Pandas

Statistical Analysis

• Introduction to Statistics
• Mean, Mode, Standard Deviation
• Scales and Measures
• Basic Terms and Terminologies
• Use Cases and Problems
• Summarizing Distribution
• Graphing Distribution
• Univariate Data
• Bivariate Data
• Multivariate Data
• Normal Distributions
• Probability
• Sampling Distributions
• Advanced Graphs
• Estimation
• Analysis of Variance
• Standardization
• Normalization

Supervised Machine Learning

• Introduction
• Types of Supervised Techniques
• Regression Analysis
  • Types of Regression Algorithms
  • Linear Regression
  • Logistic Regression
  • Lasso Regression
  • Ridge Regression
  • Elastic Net Regression
  • Metrics for Regression Analysis
• Classification Analysis
  • Decision Trees
  • Random Forest
  • Support Vector Machines
  • K Nearest Neighbors
  • Naive Bayes Theorem
  • AdaBoost Classifier
  • Metrics for Classification
• PROJECT 1: Breast Cancer Dataset
• PROJECT 2: Employee Dataset
• PROJECT 3: Black Friday Dataset

Unsupervised Machine Learning

• Introduction
• Types of Unsupervised Techniques
• Clustering Analysis
  • Introduction
  • Elbow Method
  • K Means Clustering
  • Dendrograms
  • Hierarchical Clustering
  • DBSCAN Clustering
• PROJECT4: Mall Customers Dataset
• Dimensionality Reduction
  • Introduction
  • Types of Dimensionality Reduction
    • PCA
    • LDA
    • K-PCA
• PROJECT5: Understanding Effects of Dimensionality Reduction
• Introduction to Deep Learning

Introduction to Deep Learning

• Basics of Deep Learning
• Use Cases of Deep Learning
• Fields and Business
• Neural Networks
• ANN
• CNN
• PROJECT6: Image Classification

Interview Preparation

Resume Preparation

Linkedin Profile

We are providing Data Science Online Training in Ameerpet Hyderabad. We are one of best Institute to provide Best High Quality Data Science online training all over India. If you are staying in Hyderabad, Bangalore, Chennai, Pune, Delhi, USA, UK, Australia, Singapore etc. and unable to attend regular class room training programs then contact our training institute for information on online training. For more details on Data Science Online Training please call to 9290971883 / 9247461324 or drop a mail to nakshatraonlinetraining@gmail.com

Data Science online training institute address : B1, 3rd Floor, Eureka Court, Near Image Hospital, Ameerpet, Hyderabad, India