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PG Certification in Artificial Intelligence and Machine Learning

About This Course

1. Python for Aritificial Intelligence

Python programming

OOPs with python

Pandas, Numpy

Matplotlib, Seaborn

Scikit-Learn

2. Mathematical and Statistical Foundation for AI Modelling

Linear Algebra

Descriptive Statistics

Inferential Statistics

Advanced Probability

Hypothesis Testing

Exploratory Data Analysis (EDA

3. Machine Learning Algorithms

Regression & Classification Methods

Clutering Algorithms

Dimensionality Reduction Methods

Optimization Techniques

MLOps

4. Natural Language Processing

Text Preprocessing

Feature Extraction(Vectorization & Word Embeddings)

Language Modeling

NER and POS tagging

Text Classification & Generation

5. Deep Learning & Computer Vision

Neural Networks & Back Propagation

Image processing & Data Augmentation

Computer Vision

Transfer Learning

Libraries - Tensorflow, Keras & Pytorch, OpenCV

6. Gen AI, LLM & Time series Forecasting

GAN

BERT, LLM

RAG, Langchain & Agentic AI

Reinforcement Learning

Libraries - Hugging Face, gym

7. Data Management, Visualization and Analysis

Forecasting Techniques

Statistical Time series Model

Anamoly Detection

Course Highlights

Hands-on Projects

Expert Mentorship

Software Mastery

Career Opportunities

Why Choose CloudKampus?

Globally Recognized Courses

Expert Faculty Trainers

Learn at Your Own Pace

PG Certification in Artificial Intelligence and Machine Learning