Subject 1
Mathematical Foundations for AI
- •Linear algebra and matrix decompositions
- •Vector calculus, probability, and distributions
- •Optimization and gradient descent
Trycle Certification Program
Artificial Intelligence & Machine Learning
An industry-aligned AI & Machine Learning certification program for Indian colleges that helps students build practical skills in Python, data science, machine learning, model evaluation, and deployment through campus sessions, hands-on labs, and Trycle’s learning platform.
- Hands-on labs
- Applied case studies and projects
- Faculty enablement included
- PROGRAM STRUCTURE
- 3–6 subjects
- Mode
- Offline + Online
- Level
- Intermediate
- Credential
- IIIT-K certification
About this program
Trycle’s AI & Machine Learning track builds the mathematical, statistical, and programming foundations required to understand data science, machine learning, deep learning, and applied AI systems.
Colleges can run the program as a structured certification pathway through campus labs, guided practice, assessments, and continuous learning support on the Trycle learning platform.
What you'll learn
- Mathematical foundations for AI, ML, data analytics, and optimization
- Data science with R, including statistics, visualization, and preprocessing
- Machine learning workflows, feature engineering, training, and evaluation
- Regression, classification, decision trees, SVM, Naive Bayes, and PCA
- Advanced ML concepts including clustering, ensembles, and neural networks
- NLP, anomaly detection, reinforcement learning, and applied case studies
Program curriculum
Subject 2
Data Science with R
- •R programming and data handling
- •Statistics, visualization, and preprocessing
- •Regression and correlation analysis
Subject 3
Introduction to Machine Learning
- •ML workflows, features, and model training
- •Regression, classification, and model evaluation
- •Decision trees, SVM, Naive Bayes, and PCA
Subject 4
Advanced Machine Learning
- •Clustering, HMM, and ensemble methods
- •Neural networks and reinforcement learning
- •NLP, anomaly detection, and case studies
Who is this for?
- →CSE / IT students in years 2–4 seeking industry-ready AI skills
- →Colleges looking to offer an AI & ML add-on certification program
- →Colleges adding an AI specialization or honors track
- →Faculty upskilling to deliver blended ML courses
How Trycle delivers
Co-designed syllabus
Mapped to institutional requirements with outcomes aligned to industry expectations.
Blended classrooms
In-campus sessions plus Trycle learning platform for lessons, quizzes, and projects.
Measured results
Cohort dashboards, assessments, and certification upon completion.
Earn Two Levels of Certification
Students receive subject-wise completion certificates and a final program certificate after successfully completing all required subjects.
Subject Completion Certificate
Issued when a learner completes each subject module with required assessments and participation.
Program Completion Certificate
Awarded after successfully completing all subjects and requirements in the full program track.
Bring AI & ML to your campus
Talk to Trycle about cohort sizing, faculty training, and launch timelines.