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Integrated Program in

Data Science, Artificial Intelligence & Machine Learning

In collaboration with

Hero Vired’s Integrated program in Data Science, Machine Learning and Artificial Intelligence is designed to give you the right skills to analyze data and build complex models to solve business problems. Here's what you can expect:

Ranked #1 PG Data Science Course by Analytics India Magazine

80+ Live Sessions with faculty from industry and academia

Eligibility for an MITx MicroMasters® Program Certificate

Apply now
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Dates to be announced

Program Start Date

11 months

Duration

Bachelor’s degree

Eligibility

Dates to be announced

Application Deadline

Custom curated international curriculum

Hero Vired’s Integrated program in Data Science, Machine Learning and Artificial Intelligence is designed to give you the right skills to analyze data and build complex models to solve business problems.

Live Learning Duration

308

Hours

Total Effort Required

704

Hours

Total Weekly Effort

16

Hours

Tools Covered

seaborn
keras
matplotlib
Tensor Flow
Python
PyTorch

Syllabus

Program Brochure

For detailed curriculum and program structure, download the program brochure

Download Brochure
  • Installation and set-up, Python Basics - Variables, built-in functions (print, type, help, range, input,...)
  • Loops and simple operations, Data Structures and Operations (Lists and Tuple)
  • Data Structures and Operations (Dictionary, Set), Conditional Statements, Functions and methods
  • Python Modules overview - Pandas, Numpy - DataFrames & Arrays. Functions, Numpy Array Operations, OOPs and Debugging concepts, Overview of ML Libraries
  • Pandas Basics - DataFrames & Arrays, reading files, row/column selection, sub-setting, EDA, variable creation, data summaries
  • Pandas Advanced - Visualization with matplotlib and Seaborn, Data profiling and analysis, variable correlation. Handling data anomalies, feature engineering
  • Mathematics Basics and Advanced
  • Linear Algebra: Vectors and Scalars, Matrices and Matrix operations, 2D/3D Plots, Functions, Limits and Derivatives, Notations, Numbers, Sequences, Points, Lines and Planes, Gaussian Distribution, Probability Density Functions
  • Industry Application, Core Concepts (Train & Test samples, model metrics)
  • Linear/ Non-linear Regression models and implementation in Scikit-learn
  • Classification models (Logistic, SVM) and implementation in Scikit-learn
  • Classification models (Decision Trees) and implementation in Scikit-learn
  • Ensemble Learning: Tree-based and others
  • Working with Linear Classifiers and Linearly Seperable Data
  • Estimatiing Model Parameters using Perceptron Algorithm and Gradient Descent
  • Working with Linear SVM
  • Linear Regression
  • Non Linear Models and Feature Maps
  • SVM with Kernels
  • Recommendation Engines using Memory Based and Model Based Methods (Matrix Factorization)
  • Introduction to Neural Networks: Activation Functions, Forward pass, Backward pass
  • Recurrent Neural Networks and Sequence Models
  • Convolutional Neural Networks, Using Pytorch for Neural Network Models Implementation
  • KMeans Clustering and EM Algorithm
  • Gaussian Mixture Models for Collaborative Filtering
  • Reinforcement Learning
  • Statistics Concepts - Descriptive Statistics (mean, median, variance, std. dev, percentiles)
  • Understanding Univariate and Multivariate Distributions through plots (Histograms, Bar Plots, Box Plots, Two-way Tables, Scatter Plots, Q-Q Plots)
  • Correlation, Inferential Statistics (Point & Interval Estimation and use of various statistics)
  • CLT and Law of large numbers
  • Parametric Statistical Models, Parametric Estimation and Confidence Interval
  • Delta Method and Confidence Intervals
  • Introduction to Hypothesis Testing, and Type 1 and Type 2 Errors
  • Total Variation Distance, Kullback-Leibler (KL) Divergence, and the Maximum Likelihood Principle, MLE
  • Covariance Matrices, Multivariate Statistics, and Fisher Information
  • Maximum Likelihood Estimation (Continued) and the Method of Moments, M Estimation
  • Hypothesis Testing: χ2 distribution and T-test, Hypothesis Testing: Wald’s test, Likelihood Ratio Test, and Implicit Hypothesis
  • Hypothesis Testing: χ2-test for Multinomial Distribution, Goodness of Fit Test; Hypothesis Testing: Kolmogorov-Smirnov Test, Kolmogorov Lilliefors Test, QQ-plot
  • Introduction to Bayesian Statistics; Jeffrey’s Prior and Bayesian Confidence
  • Linear Regression 1; Linear Regression 2
  • Introduction to Generalized Linear Model: Exponential Families; The Canonical Link Function
  • Basic Text Processing and NLP: Using Regex, creating tfidf features, POS Tagging and dependency parsing
  • DL in Practice: Using tf/pytorch to build simple neural networks, understand automatic differentiation, carry out gradient computations
  • DL in NLP 1: LSTMs and GRUs, Encoder Decoder Architecture for Translation
  • DL in NLP 2: BERT based models
  • DL In Computer Vision1: Use transfer learning to build image classifiers. Build multiclass and multilabel classifiers
  • DL In Computer Vision2: Single Shot Object Detection, measuring Object Detector Performance, custom labelling and custom training

    • Get the Hero Vired Advantage

    hero Vired logo
    70-90% live interactive classes
    100% Program Completion Rate
    Personalised guidance & support
    Others
    Pre recorded Lectures
    Low completion rate
    No personalised assistance

    Industry Leading Faculty

    Learn from world-class faculty that will guide you through this certification program

    Manoj Agarwal

    Manoj Agarwal

    Ph.D. Computer Science | 17+ years of experience

    An expert in designing solutions using machine learning techniques. Specializes in multi-objective optimization techniques and evolutionary computations.

    du logos 26
    View Linkedin Profile
    Subhashis Majumder

    Subhashis Majumder

    Ph.D. in CSE | 27+ years of experience

    M.Tech in CS from IIT, he has been a full-time academic since 2003, with research spanning Social Networking, Data Analysis, and more.

    Guru-nanak-university dono
    View Linkedin Profile
    Maurya Malineni

    Maurya Malineni

    B.Tech in Electrical Engineering | 8+ years of experience

    A skilled Data Scientist excelling in areas like statistics, machine learning, gamification, etc., he also adeptly applies numerous game techniques in practical scenarios.

    javadpur university HIT KOLKATA
    View Linkedin Profile
    Siddarth Kothotya

    Siddarth Kothotya

    MBA, General Management | 4+ years of experience

    A Data Analyst with hands on experience in Data Analytics, Data Science, Artificial Intelligence, and ML. Has previous experience as a Machine Learning Engineer.

    Guru-nanak-university dono
    View Linkedin Profile

    Programs with leading universities and organizations

    MIT Open Learning

    In collaboration with

    MIT Open Learning

    National Skill Development Corporation

    Integrated With

    National Skill Development Corporation

    Get certified after you graduate from the program

    Upon successful completion of this Data Science program, you will be eligible for the following certificate:

    IDMA

    Hero Vired Certificate

    Benefit from the Hero Group’s decades of research and understanding of the Indian education and job landscape.
    * Certificates are indicative and subject to change

    Achieve your career goals through our personalized career mentorship and guidance

    CV and LinkedIn profile building

    CV and LinkedIn profile building

    interview preparation

    Interview preparation

    Career Preparedness

    1-1 Career coaching sessions

    Testimonials

    Hear what our Learners have to say about the Hero Vired experience

    Hritwij Shrivastava

    Integrated Program in Data Science, Machine Learning & AI

    Application Process

    A simple yet thorough application process that will help you learn key skills to supercharge your career

    Step 1

    Application Submission:

    Complete and review the form before submission. A meticulously filled out application aids us in evaluating your educational objectives and facilitates your seamless enrollment into the program

    Step 2

    Offer Letter Receipt:

    Upon successful application, you will receive an offer letter to enroll, encapsulating comprehensive details about the program, the associated fee structure, and the payment schedule.

    Step 3

    Block your seat:

    Secure your seat by making a nominal payment to confirm your acceptance into the program.

    *This is contingent upon specific program eligibility requirements, criteria, and any potential tests that may be incorporated as part of the enrollment procedure.

    Upskill yourself with Hero Vired

    live tv
    70% to 90% Live Instructor-led Classes
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    Gamified & Interactive Learning
    forum
    Discussion Forums and Community
    Industry Simulation Projects & Case Studies
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    Practical Hands-on Learning Session
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    Career Assistance and Workshops
    Data Science, Machine Learning & AI
    Part-time
    Starting at
    ₹12,116/month
    Price:₹4,25,000 + GST
    Start Application
    Seeking Financial Aid?
    Application Deadline:
    Apply early to secure your seat

    Frequently Asked Questions

    1. Neural Networks

    The program comprehensively covers Artificial Neural Networks (ANN) using Multi Layered Perceptrons for classification problems, Convolutional Neural Networks (CNN) for video analytics, Recurrent Neural Networks (RNN) for NLP and time series data, with relevant libraries (Keras, Tensorflow and PyTorch) and hands-on cases.

    2. Probability and Statistics

    The foundation of all ML and AI is in probability/statistics, optimization and linear algebra. Most so-called ‘data scientists’ do not understand these basics and thus try to implement libraries in a GIGO (Garbage-In-Garbage-Out) mindset.Our program covers these topics in detail but not as separate ‘theory’ material. These are treated as concepts and learning that we connect back closely to actual models and real-world applications.

    3. Python and R

    Python – the fastest growing software in the world is our primary tool for the program. You can also access most ML-AI libraries (Tensorflow, Keras and Pytorch) through Python.We also teach R because it is a software that is currently being used by many organizations. Additionally, R serves as a powerful tool for statistical analysis and visualization.

    4. Tensorflow or PyTorch

    We believe that as future creators you need to be tools agnostic. The program helps you master both Tensorflow and PyTorch because each comes with its own set of pros and cons. Tools will keep changing and evolving. But core concepts, programming skills, and business applications remain set in stone.

    If you wish to build a career in or pivot it towards Data Science, Machine Learning, and Artificial Intelligence and can invest 11 months to master it, this program is for you. Blending industry and academic material, it is the only comprehensive and integrated program of its kind. It is the perfect program for students and working professionals looking to add Data Science and related skills to their profiles.

    Nearly all Data Science and related programs showcase case studies, data sets, and analysis from a developed world context and viewpoint. While this is essential for learning, it does not allow you to understand the problems of data as they pertain to the Indian business context

    Our program contains an entire module dedicated to understanding the technology, its applications, and its implications in the Indian context. We believe this is essential for anyone interested in working with data involving Indian companies and the Indian government or government agencies
    Hero Vired logo
    Hero Vired is a premium LearnTech company offering industry-relevant programs in partnership with world-class institutions to create the change-makers of tomorrow. Part of the rich legacy of the Hero Group, we aim to transform the skilling landscape in India by creating programs delivered by leading industry practitioners that help professionals and students enhance their skills and employability.
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