AI & Machine Learning
Unlock the power of Artificial Intelligence. Master Machine Learning algorithms, Deep Learning, and Neural Networks in just 4 weeks!
What You'll Learn
Course Curriculum
4-week intensive program covering the complete AI pipeline.
Week 1: Python & ML Fundamentals
12 lessons- Python refresher (NumPy, Pandas)
- Data Preprocessing & Cleaning
- Introduction to Machine Learning
- Linear Regression & Classification
Week 2: Advanced ML Algorithms
14 lessons- Decision Trees & Random Forests
- Support Vector Machines (SVM)
- Clustering (K-Means, Hierarchical)
- Dimensionality Reduction (PCA)
Week 3: Deep Learning & Neural Networks
15 lessons- Introduction to Neural Networks
- Building models with TensorFlow/Keras
- Convolutional Neural Networks (CNNs)
- Recurrent Neural Networks (RNNs)
Week 4: NLP, Projects & Career
10 lessons- Natural Language Processing basics
- Sentiment Analysis Project
- Image Classification Project
- Model Deployment & Portfolio Building
Projects You'll Build
Apply your knowledge with real-world AI projects.
House Price Predictor
Build a regression model to predict house prices based on various features like location, size, and amenities.
Spam Email Classifier
Create a classification model to detect spam emails using Natural Language Processing techniques.
Image Recognition App
Develop a deep learning model to recognize and classify objects in images using CNNs.
Chatbot Development
Build a simple chatbot capable of understanding user queries and providing relevant responses.
Prerequisites
Programming Basics
Basic understanding of Python programming is recommended.
Math Fundamentals
Basic knowledge of linear algebra and statistics is helpful.
We cover the essentials, but some coding experience helps!
AI & Machine Learning Fundamentals
Master the algorithms and tools to build intelligent systems.
This course includes:
- 40 hours of video content
- 4 hands-on projects
- Certificate of completion
- Lifetime access
- Career support