Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Henry Harvin® Henry Harvin® Ranks #1 for Machine Learning Program in India by Express Computer

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1.1 Million Learners
3215 Learner’s Rating
81% Report Career Benefits

Develop skills in Machine Learning technology to upgrade and upskill existing skills with the Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati | Get 2 days of IIT Guwahati campus immersion and internship at global ML market players such as IDeaS, OpenX Technologies, Telesign, Duo Security, and many more

Starts In 8 day

29 Apr 2024

Learning Period

9 Months

Book a Live Class, For Free!

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Placed Learners

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Certificate from E&ICT Academy, IIT Guwahati

Alumni Status from E&ICT Academy, IIT Guwahati

2 days Immersive sessions at IIT Guwahati Campus in addition to the course & learn from IIT Guwahati Faculty

Guaranteed Internship at IIT Guwahati Campus

Course Curriculum

Accreditations & Affiliations

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There's a reason that 95% of our alumni undertake 3+ courses as a minimum with Henry Harvin®

Know the complete offerings of our Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Key Highlights

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E&ICT Academy, IIT Guwahati Certificate

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E&ICT Academy, IIT Guwahati Alumni Status

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E&ICT Academy, IIT Guwahati Campus immersion

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Internship at IIT Guwahati Campus, IIT Guwahati Campus

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Learn from IIT Guwahati faculty

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Gain the Advantage of Three Certifications

Our Placement Stats

113%

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Average salary hike

2100+

Access the best jobs in industry

231%

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Maximum salary hike

Access the best jobs in the industry

You Get 10-In-1 Program

Two-way Live Training Course

Two-way Live Online Interactive Classroom Sessions

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Certification

Distinguish your profile with global credentials and showcase expertise with our Hallmark Completion certificate

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Projects

Facility to undergo various projects along with the course.

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Guaranteed Internship

Get a guaranteed Internship with Henry Harvin® and in top MNCs like J.P. Morgan, Accenture & many more via Forage.

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Placement

Get 3 in 1 Placement support through Placement Drives, Premium access to Job portal & Personalized Job Consulting

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Student Engagement & Events

Free Access to #AskHenry Hackathons and Competitions & many other facilities from Henry Harvin®

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Masterclass

Access to 52+ Masterclass Sessions for essential soft skill development

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Membership

Get Free Gold Membership of Henry Harvin®

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E-Learning Access

Free access to the E-learning Portal and future updates. Get access to PPTs, Projects, Quizzes, self-paced Video-based learning, a question bank, a library, practice tests, final assessment, a forum, and doubt sessions.

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Entrepreneurship Mentorship

Mentorship from Young Successful Entrepreneurs to set up a sustainable & scalable Business from scratch at both Freelance and entrepreneur levels

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About the Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Get a comprehensive curriculum that gives you a high-engagement learning experience with real-world applications and is designed for individuals who want to start a new, more fulfilling career. Professionals will study EDA, Data processing, Applied Statistics, and many more.

Who Should Attend?

Data Scientist
Data Science Instructor
AI and ML Engineer
AI Engineers
Data Analyst

AGOTA™ Classes

This unique 10-in-1 learning experience begins with training and concludes with career support for job seekers and aspiring business owners

Training: 9 Months Hours of Two-Way Live Online Interactive Sessions
Projects: Facility to undergo projects in Prompt Concept Design & more
Internship: Get a guaranteed Internship with Henry Harvin® and in top MNCs like J.P. Morgan, Accenture & many more via Forage
Certification: Get course completion Certification of Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati from Henry Harvin® Govt of India recognized & Award-Winning Institute, NSDC & IIT Guwahati
Placement: Get 3 in 1 Placement support through Placement Drives, Premium access to the Job portal & Personalized Job Consulting
E-Learning: Free access to the E-learning Portal and future updates. Get access to PPTs, Projects, Quizzes, self-paced Video-based learning, question bank, library, practice tests, final assessment, forum, and doubt sessions.
Masterclass: Access to 52+ Masterclass Sessions for essential soft skill development
Student Engagement & Events: Access to all student engagement & events throughout the program
Membership: 18 Months Gold Membership of Henry Harvin® AI & Automation Academy for Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati
Entrepreneurship Mentorship: Mentorship from Young Successful Entrepreneurs to set up a sustainable & scalable Business from scratch at both Freelance & Entrepreneur level

Trainers at Henry Harvin®

Most respected industry experts with 15+ years of working experience and recognized by numerous organizations over the years for their work They have delivered 550+ keynote classes for the Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati Have delivered 650+ lectures and are currently empaneled as domain experts with Henry Harvin® AI & Automation Academy

Alumni Status

Become a part of the Elite AI & Automation Academy of Henry Harvin® and join the 4,60,000+ large Alumni Network Worldwide.

Gold Membership Benefits

Avail 1-Year Gold Membership of Henry Harvin® AI & Automation Academy that includes E-Learning Access through recorded Videos, Games, Projects, CPDSPe Studies
Access to Masterclass Sessions
Earn the Prestigious Henry Harvin®️ Alumni Status and become one of the reputed 4,60,000+ Alumni across the globe.
Guaranteed Internship with Henry Harvin®️ or partner firms
Weekly 10+ job opportunities offered.
Experience Industry Projects during the training

Learning Benefits

Access to E-Learning Portal
Learn from the latest Industry trend Curriculum
Earn globally recognized Certification
Apply principles of secure coding to find and mitigate first-party and third-party code vulnerabilities.
Aspiring learners intrigued by computers can gain precise knowledge of building Websites.
Find vulnerabilities in your organization, and design more secure systems with proven methods.
Learn about Software Development with different tools
Create company policies that follow regulatory compliance and protect customer data
Practice key organizational management techniques to protect data across all applications and platforms, including identity and access management
On completion of the course, become eligible for various Job Roles

Know the complete offerings of our Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati Curriculum

Module 1: Intoduction
In this module, a professional will be introduced to Machine Learning and other related concepts
- Intro to Machine Learning
- Supervised Learning
- Steps for Supervised Learning
- Boston Dataset
- Algorithms
Module 2: Ensemble Techniques
In this module, a professional will learn about decision trees and bagging technology
- Decision Trees
- Bagging
- Random Forests
- Boosting
Module 3: Linear Regression
In this module, a professional will learn about Introduction to Linear Regression and cost function
- Introduction to Linear Regression
- Cost function
- Coefficient of Determination
- Optimal Coefficients
- Analysis of Linear Regression using dummy Data
- Linear Regression Intuitions
Module 4: Logistic Regression
In this module, a professional will learn about handling classification problems
- Handling Classification Problems
- Logistic Regression
- Cost Function
- Finding Optimal Values
- Solving Derivatives
- Multiclass Logistic Regression
- Finding Complex Boundaries and Regularization
- Using Logistic Regression from Sklearn
Module 5: DECISION TREES - 1
In this module, a professional will learn about decision trees and interview call-over decision trees discussion
- Decision Trees
- Decision Trees for Interview Call
- Building Decision Trees
- Getting to the Best Decision Tree
- Deciding Feature to Split on
- Continuous Valued Features
Module 6: DECISION TREES - 2
In this module, a professional will learn about the codes using the Sklearn decision tree and information gain
- Code using Sklearn decision tree
- Information gain
- Gain Ratio
- Gini Index
- Decision Trees & Overfitting
- Pruning
Module 7: Random Forests
In this module, a professional will learn about data bagging technology and feature selection
- Introduction to Random Forests
- Data Bagging and Feature Selection
- Extra Trees
- Regression using decision Trees and Random Forest
- Random Forest in Sklearn
Module 8: Naive Bayes
In this module, a professional will learn about Bayes theorem and Independence Assumption in Naive Bayes
- Bayes Theorem
- Independence Assumption in Naive Bayes
- Probability Estimation for Discrete Values Features
- How to handle zero probabilities
- Implementation of Naive Bayes
- Finding the probability for continuous-valued features
- Text Classification using Naive Bayes
Module 9: KNN and SVM
In this module, a professional will learn about Feature scaling before KNN and KNN in Sklearn
- Introduction to KNN
- Feature scaling before KNN
- KNN in Sklearn
- Cross Validation
- Finding Optimal K
- Intuition behind SVM
- SVM Cost Function
- Decision Boundary & the C parameter
- Using SVM from Sklearn
- Finding Non-Linear Decision Boundary
- Choosing Landmark Points
- Similarity Functions
- How to move to new dimensions
- Multi-class Classification
Module 10: Principal Component Analysis
In this module, a professional will learn about Intuition behind PCA
- Intuition behind PCA
- Applying PCA to 2D data
- Applying PCA to 3D data
- Math behind PCA
- Finding the Optimal Number of Features
- Magic behind PCA
Module 11: Natural Language Processing
In this module, a professional will learn about the technology of using words as features
- Using Words as Features
- Basics of word processing
- Stemming, Part of Speech
- Lemmatization
- Building Feature set
- Classification using NLTK Naive Bayes
- Using Words as Features
- Basics of word processing
- Stemming
- Part of Speech
- Lemmatization
- Building Feature set
- Classification using NLTK Naive Bayes
Module 12: Neural Networks
In this module, a professional will learn about linear decision boundaries and neural network terminologies
- Why do we need Neural Networks
- Example with Linear Decision Boundary
- Finding Non-Linear Decision Boundary
- Neural Network Terminology
- No Parameters in Neural Network
- Forward and Backward Propagation
- Cost Function
- How to handle Multiclass classification
- MLP classifier in sklearn
Module 13: TensorFlow and Keras
In this module, a professional will learn about Constants, Sessions, and many such concepts
- Introduction to TensorFlow
- Constants
- Session
- Variables
- Placeholder
- MNIST Data
- Initializing Weights and Biases
- Forward Propagation
- Cost Function
- Introduction to Keras
- The flow of code in Keras
- Kera Models
- Layers, Compiling the model
- Fitting Training Data in Keras
- Evaluations & Predictions
Module 14: Unsupervised Learning
In this module, a professional will learn about clustering and K-means for flat clustering
- Introduction to Unsupervised Learning
- Introduction to Clustering
- Using K-means for Flat Clustering
- KMeans Algorithm
- Using KMeans from Sklearn
- Implementing Fit & Predict Functions
- Implementing K-Means Class

Know the complete offerings of our Post Graduate Program in Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati

Book a Live Class, For Free!

By continuing you agree to Henry Harvin® Terms & conditions and Privacy Policy

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Henry Harvin® Ranks #1

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4.5 Ratings | 10k Learners

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Starts in 8 day. 29 Apr 2024

Skills Covered

Machine Learning

Linear Regression

Bagging Technology

Logistic Regression

Cost Function

Naive Bayes

Certifications

Get Ahead with Henry Harvin® Advanced Certificate Program in Machine Learning by E&ICT Academy, IIT Guwahati Certification

What you'll Learn in this course

Earn your Certificate

Our course is exhaustive and this Certification is proof that you have taken a giant leap in mastering the domain

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The practical knowledge and actionable skillset you've gained working on projects, simulations, and case studies will set you ahead of the competition

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Training Certification

Get course completion certificate from E&ICT Academy, IIT Guwahati, Henry Harvin® and NSDC

Our courses and Course Certificates are trusted by these industry leaders

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Career Services By Henry Harvin®

Career Services

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Placement Drives

We are dedicated to supporting our students throughout their career journey. Join us, and let's embark on a journey towards a successful and fulfilling career together.

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Premium access to Henry Harvin® Job portal

Exclusive access to our dedicated job portal and apply for jobs. More than 2100+ hiring partners’ including top start–ups and product companies hiring our learners. Mentored support on job search and relevant jobs for your career growth.

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Personalized Job Consulting

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