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    Data Science & Machine Learning:

     Duration: 4 months

    Course Overview

    Data Science is one of the most in-demand jobs of the 21st century. A majority of companies now rely on data science to make informed decisions about their future and create an action plan. This course will introduce you to the world of Data Science from collecting various types of data to storing, pre-processing, analysing, model building and deploying them with latest Data Science techniques.

    Course Content

    • Statistics for Data Science and Machine Learning
    • 01

    Python for Data Science

    • Introducing Python – Python Basics, Operators, Loops, Functions, Strings, List, Tuples, Dictionary, Set, Object-oriented concepts(OOPs) and much more.
       
    • Data Toolkit – Getting started with Files, Inventory Management System with Files, Mastering Numpy, Pandas, sci-py . Getting started with OS , Jupiter Notebook Setup, OS with Python, etc.
    • 01.1  R Programming.
    • 02

    Data Analytics

    • Data Analysis with Python – Getting started with Pandas, Statistics, Data Pre-processing, Data Analysis 
    • Excel – Data Formatting & Validation, Functions, Illustrations, Tables & Charts, VB Analysis, etc.
       
    • SQL – DBMS & MySQL, Tables & Databases, Inserting & Retrieving Data, Data Types, Constraints, Aggregation, Joins, Unions, Indexes, Transactions, Injection, DLC & TLD Commands, Function, Views, Normalization, etc.
      Projects: Banking Project using MySQL and Python
    • 03

    Data Visualization and Scraping

    • Tableau – Introduction to Tableau, Understanding Parameters, Basic Plots, Fundamentals of Tableau, Designing the Plots, etc
      Projects: Superstore Sales Analysis Dashboard, Covid-19 World Dashboard
       
    • Web Scraping – Learn how to Scrape, Selenium, Image Dataset Creation, and much more
      Projects:  Youtube Scrapper
    • 04

    Machine Learning & AI

    • Introduction to AI, How Data Science Comes into Play, 
    • Linear Regression, Multiple Linear Regression & Polynomial Linear Regression,
    • Support Vector Machines, Decision Trees, Random Forests,
    • Classification Algorithms, Clustering Algorithms, Feature Engineering, and much more
    • Projects – 
      • MNIST Handwritten Digit Recogniser, Titanic Survival | EDA,
      • Human Activity Recognition using Smartphone data,
    • 05
      • Deep Learning – Perceptrons, Multi-layer perceptron architecture, and Convolutional Neural Network (CNN)
         
      • Image Processing – Fundamentals of Image Formation, Image Processing Techniques, Image Processing on Live WebCam
         
      • Natural Language Processing – Getting Started with NLP, Mastering Strings and ASCII Codes, Regular Expression from Scratch, Getting started with Spacy, Text Sequencing using Word Cloud, and much more
    • 06     Big Data Hadoop

    1. Wide Range of Courses: We offer an extensive selection of courses covering various domains, from programming languages like C, C++, Java, and JavaScript to specialized fields like Data Science with Machine Learning, Web Page Design, Oracle, Data Structures, and more. Additionally, we provide technical courses in Civil Engineering, Mechanical Engineering, Architecture Engineering, Electrical Engineering, and Computer Engineering, catering to diverse interests and career aspirations.
    2. Experienced Instructors: Our institute boasts a team of experienced and knowledgeable instructors who are experts in their respective fields. They are passionate about teaching and guiding students through their learning journey, ensuring that each individual receives personalized attention and support.
    3. Cutting-Edge Technologies: We stay up-to-date with the latest advancements in technology and industry trends. Our courses are designed to equip students with practical skills and knowledge relevant to the current job market, empowering them to excel in their chosen professions.
    4. Hands-On Learning: At B Perfect, we believe in learning by doing. Our courses incorporate practical projects and real-world applications, providing students with hands-on experience. This approach helps learners gain confidence and a deeper understanding of the subject matter.
    5. State-of-the-Art Facilities: Our training centers are equipped with modern infrastructure and technology, creating a conducive learning environment. We provide access to the necessary tools and resources to enhance the learning experience.
    6. Multiple Branches: With four branches conveniently located across Aurangabad (Paithan Gate, Cidco, TV Center, and Waluj), we ensure that students can access our courses from various parts of the city with ease.
    7. Reputation and Recognition: B Perfect Training Institute has earned a reputation as one of the best training institutes in Aurangabad. We take pride in our track record of producing successful graduates who have excelled in their careers.
    8. Affordable Education: We strive to make quality education accessible to all. Our courses are reasonably priced, offering excellent value for the investment in your future.

    Choose B Perfect Training Institute in Aurangabad, Maharashtra, and embark on a journey of knowledge, skill development, and career success in the ever-evolving world of technology and engineering.