Full Stack Data Science and AI

Full Stack Data Science and AI Program

Why Data Science and AI?

Naresh IT Training Methodology


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The NareshIT Advantages


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Advantages of  FSDS Program by NareshIT


New Upcoming Batches information


CourseDateTime (IST)ZOOM ID
Full Stack JAVA Developer18th Oct7:30 AMRegister Now
Full Stack DATA SCIENCE & AI18th Oct11:00 AMRegister Now
Full Stack JAVA Developer18th Oct8:30 PMRegister Now

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Full Stack Data Science and AI Program Syllabus

Python Programming

  • Introduction to Programming Languages
  • Python Real-Time IDEs
  • Different modes of Python
  • First python Program
  • Python File Extensions
  • Python Data Types
  • Command Line Arguments
  • Python Operators
  • Control Statements
  • Strings
  • List Data Structure
  • Working with Python Arrays
  • Python Tuples
  • Set Collection
  • Dictionary Collection
  • Functions
  • Python Modules and Packages
  • OOPs – Classes & Objects
  • Exception Handling & Types of Errors
  • Regular Expressions
  • Files in Python
  • Date & Time Module
  • Python Data Base Communications(PDBC)
  • Data Analytics Modules
  • Python NumPy
  • Python Pandas

Machine Learning

  • Introduction to Machine Learning
  • Exploratory Data Analysis(EDA)
  • Supervised Machine Learning (Regression)
  • Logistic Regression
  • Ordinal Regression
  • Naïve Bayes Classifier Algorithm
  • Support Vector Machine
  • Decision Tree
  • K-Nearest Neighbor
  • Random Forest
  • Bagging and Boosting
  • Dimensionality Reduction
  • Time Series Analysis
  • ARIMA, SARIMA and ARMA
  • Clustering
  • Hyper Parameter Optimization
  • Feature Engineering
  • Performance Evaluation
  • Flask

R Programming

  • Introduction to R
  • R Programming Concepts
  • Data Manipulation in R
  • Data Import Techniques in R
  • Exploratory Data Analysis (EDA) using R
  • Data Visualization in R
  • Package Installation for Database

Deep Learning

  • Deep Learning Introduction
  • Artificial Neural Network
  • Optimization Techniques
  • Recurrent Neural Network (RNN)
  • Convolution Neural Network (CNN)
  • Auto Encoders
  • Tensorflow
  • OpenCV (Image processing & video Processing)

Natural Language Processing (NLP)

  • Basics of Natural Language Processing
  • Machine Learning Modeling- Navie Bayies
  • Word Net and Synsets
  • Transformation Models-BERT
  • LSTM model-RNN
  • Corpus
  • Regular expressions for overpattern

Chotbots

  • Chat Bot Architecture
  • Under standing Chat Bots Architecture
  • Chat Bot Development
  • Developing chat Bot Using Python
  • Developing chat Bot using Cloud

Ploty & Dash

  • Getting Started with Plotly
  • Introduction to Dash
  • Corpus
  • Regular expressions for overpattern

 Hadoop & Spark

  • Introduction to Big Data and Hadoop
  • HIVE
  • Map Reduce Concepts
  • Apache Spark
  • Spark Core Architecture
  • Spark Internals and Spark SQL
  • Configure Running Platform
  • Understanding Spark
  • Resilient Distributed Datasets
  • Data Frames
  • Prepare Data for Modeling
  • Introducing the ML Package
  • Introducing Delta Lake

Azure Machine Learning

  • Workplace for Azure ML Resources
  • Classification
  • Azure ML Hyper parameter Tuning
  • Regression analysis
  • Working on regression analysis?
  • Clustering
  • Recommender System
  • Why the recommended method?

Data Visualization using Tableau

  • What is Tableau?
  • Why Tableau?
  • History of Tableau
  • Characteristics of Tableau
  • Installation Step
  • Different version of Tableau
  • What is VizQL
  • Use of VizQL in Tableau
  • Tableau Architecture and its component

Statistics

  • Statistics Introduction
  • Measure of Center
  • Normal Distribution
  • Standard Deviation
  • Python range()Function: Built-in
  • Inferential Statistics
  • P-value
  • ANOVA
  • Chi-Square Test
  • ARIMA
  • Correlation

Extensive Placement Assistance

Dedicated Placements Team

Our dedicated placements team provides continual support to the trainees successfully competing the necessary pre-requisites right from resume preparation to matching the right candidate to the right company

Resume Preparation

Dedicated sessions by experts on resume preparation and individual feedback & guidance for preparing the precise resume.

Individual Technical Mock Interviews by Real Time Experts

Explaining the concepts and their application effectively is as important as understanding and assimilating the concepts during the program.

Individual HR Mock Interviews by Real Time Experts

These individual HR Mock Interviews provide the aspirants with an opportunity to practice for an interview and receive feedback on their interviewing skills.

Resume Mapping, Job Application & Recruitment Process

Our successful placement assistance roots from our transparent and personalized approach towards every Job Opportunity and Job Applicant.

Placement & On-boarding

Our placements team facilitates a steady and standard communication between the company and the selected trainee filling any voids thereby ensuring a smooth on-boarding of the selected candidates

What do the Industry Leaders say About us?

NareshIT is doing a great job at bringing data analytics to the rest of the world!

Rehana, General Manager

Naresh IT is doing a great job at bringing data analytics to the rest of the world!

Rehana, General Manager

Naresh IT is doing a great job at bringing data analytics to the rest of the world!

Rehana, General Manager