Artificial Intelligence (AI) Course in Rawalpindi/Islamabad
Artificial Intelligence (AI) is a branch of computer science that aims to create machines or software capable of intelligent behavior. It involves learning from data, making predictions, and improving over time.
This AI Training course is designed to equip learners with the knowledge and skills necessary to design and implement AI-based solutions using machine learning, deep learning, and natural language processing (NLP).
Course Outline
Introduction to AI
- What is Artificial Intelligence?
- History and Evolution of AI
- AI vs. Machine Learning vs. Deep Learning
- Applications of AI in Real Life
- Overview of AI Tools and Frameworks
Machine Learning
- Introduction to Machine Learning Algorithms
- Supervised Learning: Regression, Classification
- Unsupervised Learning: Clustering, Dimensionality Reduction
- Model Evaluation and Optimization
- Introduction to Reinforcement Learning
- Building and Training ML Models with Python
Deep Learning
- What is Deep Learning?
- Neural Networks: Fundamentals
- Building Deep Learning Models with TensorFlow and Keras
- Convolutional Neural Networks (CNNs)
- Recurrent Neural Networks (RNNs)
- Autoencoders and Generative Models
Natural Language Processing (NLP)
- Introduction to NLP
- Text Processing and Preprocessing
- Sentiment Analysis
- Named Entity Recognition (NER)
- Language Models: Word2Vec, GloVe
- Deep Learning in NLP: BERT, GPT-3
AI in Computer Vision
- Introduction to Computer Vision
- Image Classification and Object Detection
- Using OpenCV for Image Processing
- Deep Learning for Computer Vision
- Building AI Models for Image Recognition
AI in Robotics
- Introduction to Robotics
- AI for Robotic Process Automation
- Building AI Models for Autonomous Robots
- AI in Industrial Automation
- AI-driven Robotics in Healthcare and Manufacturing
Tools and Technologies
- Python (NumPy, Pandas, Scikit-Learn)
- TensorFlow and Keras (Deep Learning Frameworks)
- OpenCV (Computer Vision)
- NLTK and SpaCy (NLP Libraries)
- PyTorch (Deep Learning)
- Reinforcement Learning with OpenAI Gym
Freelancing and Career Opportunities
In this course, you'll also receive guidance on freelancing in AI and machine learning, including how to find clients, build a portfolio, and pursue career opportunities in the rapidly growing AI industry.
Note: After the completion of the course, students will be rewarded with a certificate.