SAPTARISHI

An initiative Of Pradhan Mantri Kaushal Vikas Yojana 4.0 (PMKVY 4.0)
Supported By National Skill Development Corporation(NSDC) and Ministry of Skill Development and Entrepreneurship(MSDE)
10 Days programme
Training Of Trainers (TOT)
on
AI - Machine Learning Engineer
Organized By
Indian Institute of Technology Guwahati

Outcome

AI - Machine Learning Engineer program is created to provide valuable skills and knowledge to participants, preparing them for a successful career in the rapidly evolving field of AI and Machine Learning. This program is designed to align participants with the National Skill Qualification Framework (NSQF), ensuring their skill development and employability in the Electronics, Information & Communication Technology, and multi-disciplinary areas.

Benefits

  • ● Those who get qualified in this course will become certified trainers and professionals by the government which will ensure better opportunities for them.
Syllabus

    Module1: Artificial Intelligence & Big Data Analytics

    AI & Big Data Analytics - Introduction and Use Cases in the Industry, General and Narrow AI, Fields of AI: Image Processing, Computer Vision, Robotics, NLP, etc., Introduction to Machine Learning, Supervised, Unsupervised and Reinforcement Learning

    Module 2: Basic Statistical Concepts

    Basics of Descriptive Statistics - Measures of Central Tendency, Correlation Techniques, Hypothesis Testing, Probability Distributions (Normal, Poisson, Exponential, Gaussian, Bernoulli, etc.), Regression: Linear Regression and Logistic Regression, Lasso Regression, Ridge Regression

    Module 3: Development Tools and Usage

    Fundamentals of Computing Platforms, Basics of Relevant Software Packages (Jupyter Notebooks), Introduction to Python (pandas and NumPy)

    Module 4: Performance Evaluation of Algorithmic Models

    Introduction to Image and Video data, Representation, Classification or Recognition from data, Gradient Descent Method for Adjusting the Weights, Locally Weighted Regression Methods, Testing of the Model, Deployment of ML Models and Monitoring its Performance

    Module 5: Code Development

    Design of Algorithmic Models in Sample Autonomous Systems and its Evaluation - Data Flow Diagram, Resources, Programming Requirements, Technical Requirements, Principles of Code and Design Quality, Conversion of Technical Specifications into Software Code

    Module 6: Inclusive and Environmentally Sustainable Workplaces

    Efficient Energy Resource Utilisation and Waste Management Approaches

    Module 7: Introduction to Employability Skills

    Employability Skills Required for Jobs in Various Industries, Learning and Employability Methods Related to GOI and Private Portals and their Usage

    Module 8: Constitutional Values - Citizenship

    Introduction and Basic Information about Indian Constitution, Union Executive: Powers and Functions of Rajya Sabha, Lok Sabha, President and Prime Minister, Functions of Judiciary System, State Executive: Powers and Functions of the Governors and Chief Ministers, Functions of State Legislature, Constitutional Values Towards Society & Personal Values and Ethics

    Module 9:Becoming a Professional in the 21st Century

    21st Century Skills: Self-Awareness, Behaviour Skills, time management, critical and adaptive thinking, problem-solving, creative thinking, social and cultural awareness, emotional awareness, learning to learn; Continuous Learning and its Benefits

    Module 10: Basic English and Communication Skills

    Basic Words and Sentences in English for Everyday Conversations, Reading and Interpreting Text to Pattern, Forming a Paragraph/Letter/Short Note, Verbal and Non-Verbal Communication, Importance of Active Listening, Collaborative Work

    Module 11: Diversity and Inclusion

    Diversity Policies, Gender Equality and PWD Sensitivity Guidelines, Significance of Escalating Sexual Harassment Issues as per POSH

    Module 12: Financial and Digital Literacy

    Security, Selection of the Right Financial Institution, Product and Service; Offline and Online Financial Transactions with Safety and Security

    Module 13: Essential Digital Skills

    Digital Technology in Today's Life, Operating a Digital Device: Features, Usage, Safety

    Module 14: Entrepreneurship and Customer Service

    Types of Entrepreneurship and Enterprises; Opportunities for Potential Business and Sources of Funding; Financial and Legal Risk; Marketing - Product, Price, Place and Promotion; Sample Business Plan, Types of Customers and their Needs, Significance and Analysis of Identifying Customer Needs

    Module 15: Getting Ready for Apprenticeship and Jobs

    Creating a Professional Curriculum Vitae (CV), Usage of Offline and Online Job Search Sources, Searching Apprenticeship Opportunities, and the Importance of Hygiene, Dressing and Confidence During an Interview, Performing a Mock Interview