Artifical Inteliegence & Machine Learning --
Machine learning is a subfield of artificial intelligence, which is broadly defined as the capability of a machine to imitate intelligent human behavior. Artificial intelligence systems are used to perform complex tasks in a way that is similar to how humans solve problems. While artificial intelligence encompasses the idea of a machine that can mimic human intelligence, machine learning does not. Machine learning aims to teach a machine how to perform a specific task and provide accurate results by identifying patterns.
What will you learn in the Workshop?🤔
Day 1: Machine Learning Fundamentals and topics
- Introduction to Machine Learning
- Definition, history, and applications
- Types of ML (supervised, unsupervised, reinforcement)
- Data Preprocessing and Visualization
- Data cleaning and preprocessing
- Data visualization tools (Matplotlib, Seaborn)
- Machine Learning Algorithms
- Linear Regression
- Decision Trees
- Random Forest
- Hands-on Exercise: Implementing ML Algorithms
- Deep Learning Fundamentals
- Natural Language Processing (NLP)
- Case Studies: ML in Industry
- Hands-on Exercise: Building an NLP Model
Day 2: Artificial Intelligence and Advanced ML
- Introduction to Artificial Intelligence
- Definition, history, and applications
- Types of AI (narrow, general, superintelligence)
- Computer Vision
- Image processing
- Object detection
- Image segmentation
- Reinforcement Learning
- Markov Decision Processes (MDPs)
- Q-learning
- Policy gradients
- Hands-on Exercise: Building a Computer Vision Model
- Advanced ML Topics
- AI Ethics and Fairness
- Future of AI and ML
What students learn?📝
The ML & AI workshop with immense curiosity and enthusiasm. The workshop exceeded my expectations, providing a comprehensive understanding of ML & AI concepts, applications, and hands-on experience.
- Enhanced knowledge of ML & AI concepts and applications
- Improved programming skills (Python, TensorFlow)
- Understanding of industry trends and best practices
- Ability to develop innovative ML & AI solutions
