Навыки, которые вы получите:
Deep learning
Machine learning
Artificial intelligence
Combine the power of Data Science, Machine Learning and Deep Learning to create powerful AI for Real-World applications!
Necessary preparation
- High School Maths.
- Basic Python knowledge.
For those who want to
- Understand Artificial Intelligence, Machine Learning or Deep Learning.
The Program
- Welcome to the course!
- Part 0 — Fundamentals Of Reinforcement Learning.
- Q-Learning Instuition.
- Q-Learning Visualization.
- Part 1 -Deep Q -Learning.
- Deep Q- Learning Intuition.
- Deep Q- Learning Implementation.
- Deep Q — Learning Visualization.
- Part 2 — Deep Convolutional Q-Learning Instuition.
- Deep Convolutional Q-Learning Implementation.
- Deep Convolutional Q-Learning Visualization.
- Part 3 — A3C
- A3C Instuition
- A3C Implementation
- A3C Visualization
- Annex 1: Artificial Neural Networks.
- Annex 2: Convolutional Neural Networks.
- Bonus Lectures.
What will you learn
- Build an AI.
- Make a virtual Self Driving Car.
- Solve Real World Problems with AI.
- Q-Learning.
- Deep Convolutional Q-Learning.
- Understand the theory behind Artificial Intelligence.
- Make an AI to beat games.
- Master the State of the Art AI models.
- Deep Q-Learning.
- A3C.