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POLICY UPDATE: Senior leaders from the world’s leading research..
Certification Course in Artificial Intelligence and Machine Learning
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Course Content
Introduction to AI and ML
Definition and Evolution of AI
Applications of AI
Ethical and Societal Impacts
Python Programming for AI/ML
Basics of Python
OOP Concepts
Python Libraries for AI
Data Handling and Preprocessing
Data Collection Techniques
Data Cleaning
Feature Engineering
Mathematics for Machine Learning
Linear Algebra
Probability and Statistics
Calculus and Optimization
: Supervised Learning
Regression Techniques
Classification Algorithms
Model Evaluation and Tuning
Evaluation Metrics
Cross Validation
Hyperparameter Tuning
Unsupervised Learning
Clustering
Dimensionality Reduction
Anomaly Detection
Neural Networks & Deep Learning Basics
Fundamentals of Neural Networks
Architecture of ANN
Loss Functions and Optimizers
Convolutional Neural Networks (CNN)
CNN Components
Image Classification
Transfer Learning
Recurrent Neural Networks (RNN) and LSTM
Sequential Data Handling
RNN vs LSTM
Applications
Natural Language Processing (NLP)
Text Preprocessing
Text Vectorization
NLP Models
Generative AI and Transformers
Introduction to Transformers
BERT and GPT Models
LLMs (Large Language Models)
Reinforcement Learning
Basic Concepts
Algorithms
Use Cases
AI in Robotics and IoT
AI for Sensors and Control
Path Planning and Computer Vision
Explainable AI (XAI)
Need for Explainability
Techniques
Responsible AI Development
Big Data and AI Integration
Introduction to Big Data Ecosystem
Processing with PySpark
AI on Big Data Platforms
AutoML and No-Code ML Tools
Overview of AutoML
No-Code Tools
Business Intelligence with AI
Cloud Computing for AI
Cloud Platforms
AI Services on Cloud
Deploying Models on Cloud
Model Deployment
Serialization with Pickle/Joblib
APIs using Flask/FastAPI
CI/CD for ML
Capstone Project Planning
Project Guidelines
Problem Definition & Scoping
Research Methodology
Domain-Specific AI Applications
AI in Healthcare
AI in Finance
AI in Manufacturing & Retail
Data Security and Governance in AI
Data Privacy Laws
Security Practices in AI
AI for Edge Devices
Introduction to Edge AI
Model Optimization
Microcontrollers and Deployment
AI and Blockchain
Basics of Blockchain
AI for Smart Contracts
Use Cases: Supply Chain, Finance
Final Capstone Project & Viva
End-to-End AI Solution
Documentation & Code Review
Presentation and Viva
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