Advanced Course
AI/ML with Python
Master artificial intelligence and machine learning using Python, TensorFlow, and scikit-learn. Build intelligent systems and predictive models.
Limited offer2k/mo2.5k/mo
18 weeks
Advanced Level
Mode Online
Course Roadmap
1Python Fundamentals for AI/ML (Weeks 1-3)
- Python programming essentials and advanced concepts
- NumPy and Pandas for data manipulation
- Matplotlib and Seaborn for data visualization
- Jupyter Notebooks and development environment setup
2Mathematics for Machine Learning (Weeks 4-6)
- Linear algebra: vectors, matrices, and eigenvalues
- Statistics and probability theory
- Calculus for optimization algorithms
- Information theory and entropy
3Machine Learning Fundamentals (Weeks 7-10)
- Supervised learning: regression and classification
- Unsupervised learning: clustering and dimensionality reduction
- Model evaluation and cross-validation techniques
- Scikit-learn library and practical implementations
4Deep Learning with TensorFlow (Weeks 11-14)
- Neural networks architecture and backpropagation
- Convolutional Neural Networks (CNNs) for image processing
- Recurrent Neural Networks (RNNs) for sequence data
- TensorFlow and Keras framework mastery
5Advanced AI Topics (Weeks 15-17)
- Natural Language Processing (NLP) and transformers
- Computer vision and image recognition
- Reinforcement learning fundamentals
- Generative AI and large language models
6Capstone Project & Deployment (Week 18)
- End-to-end ML project development
- Model deployment using cloud platforms
- MLOps and production best practices
- Portfolio presentation and peer review
Hands-on Projects
Build 8+ real-world AI/ML projects
Industry Tools
Master TensorFlow, PyTorch, and scikit-learn
Career Ready
Portfolio and interview preparation
Prerequisites
Required Knowledge:
- • Basic Python programming experience
- • High school level mathematics
- • Familiarity with programming concepts
Recommended:
- • CS Fundamentals course completion
- • Basic statistics knowledge
- • Experience with data analysis