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Artificial Intelligence & Machine Learning
Course Code : TCP-AIML
Course Code : TCP-AIML
Overview
Join TCP India and become a AI/ML expert! Artificial Intelligence (AI) is a field of computer science focused on creating machines that can perform tasks requiring human intelligence, such as learning, problem-solving, and decision-making. Machine Learning (ML), a subset of AI, involves developing algorithms that enable computers to learn from data, improving their performance without being explicitly programmed.
Curriculam
- SDLC Introduction
- SDLC Phase
- Requirement Gathering or Planning
- SRS (Software Requirement Specification)
- Design
- Implementation & Coding
- Testing
- Deployment
- Maintenance
- SDLC Models
- Waterfall Model
- V-Shaped Model
- Prototype Model
- Spiral Model
- Iterative Incremental Model
- Big Bang Model
- Agile Model
- Introduction & Course Overview
- Installation & Environment Setup
- Syntax
- Input Output
- Data Types & Data Structure
- Variables
- Operators
- Statements
- Methods & Functions & Recursion
- Array
- Control Statement / Control Flow
- Looping
- Regular Expression
- OOPs Concept
- Threading
- Decorators & Generators
- File Handling
- Module & Packages
- Exception Handling
- IDE
- Data Preprocessing
- Analyze and investigate data sets
- Summarize their main characteristics
- Descriptive Stasistics
- Probability & Conditional Probability
- Hypothesis Testing
- Inferential Statistics
- Probability Distribution
- Introduction
- Supervised Learning
- Unsupervised Learning
- Reinforcement Learning
- Ensemble Techniques
- Featurisation, Model Selection & Tuning
- Introduction
- Deep Learning
- Neural Networks
- Computer Vision
- NLP - Natural Language Processing
- ChatGPT
