AI & Machine Learning Mastery

14 weeks

Advanced

Master artificial intelligence and machine learning with Python, TensorFlow, and real-world applications.

₹3,499

₹4,999

Save ₹1,500 (30% OFF)

Learning Outcomes

By course completion, learners will:

Master Python for AI/ML development

Build and train machine learning models

Implement deep learning architectures

Deploy ML models to production

Pass technical evaluation

Receive verifiable certification

Course Orientation (Module 0)

Purpose: Establish AI/ML engineering mindset.

Deliverable:

• Development environment setup
• GitHub repository with project structure
• Learning goals documentation

Learning Module Template

Each module follows this fixed internal structure:

1. Concept Overview

Algorithm intuition, use cases, real-world applications

2. Theory (Minimal but Precise)

Mathematical foundations, model architecture, training process

3. Engineering Perspective

Model selection, hyperparameter tuning, production considerations

4. Hands-On Tasks

Data preprocessing, model training, evaluation metrics

5. Mini Assignment

Improve model performance, experiment with architectures

6. Review Checklist

Model validation, performance benchmarks, code review

Course Phases

Phase 1

(Week 1-3)

Python & ML Basics

Python fundamentals, NumPy, Pandas, Data preprocessing

Phase 2

(Week 4-6)

Machine Learning

Supervised/Unsupervised learning, Model training

Phase 3

(Week 7-9)

Deep Learning

Neural Networks, TensorFlow, Keras

Phase 4

(Week 10-12)

Advanced Topics

NLP, Computer Vision, Model deployment

Phase 5

(Week 13-14)

Capstone Project

End-to-end ML project, Evaluation

Evaluation & Certification

Mandatory components:

Model accuracy and performance metrics

Code quality and implementation review

Data preprocessing and feature engineering

Model deployment and scalability

Project presentation and documentation

Technical interview and Q&A

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