AI Roadmap

Plan your projects and define important tasks and actions

Get Started. It's Free
or sign up with your email address
Rocket clouds
AI Roadmap by Mind Map: AI Roadmap

1. Autonomous

1.1. AutoML

1.2. Meta learning

2. Resource Management

2.1. Student-teacher

2.2. Model compression

2.3. Asynchronous algorithm

2.4. Data augmentation

3. Better Perception & Understanding

3.1. Residual concept

3.2. Attention-based model

3.3. Reasoning

3.3.1. Graph networks

4. Generation & Creativity

4.1. Implicit generative models

4.2. Image-to-Image

4.3. Program induction

4.4. AutoEncoder

4.5. Factor disentanglement

5. Model Interpretation

5.1. Data/Feature Visualization

5.2. XAI (Explainable AI)

6. Control in RL

6.1. Imitation learning

6.2. Inverse RL

7. Safety & Privacy

7.1. Adversarial examples

7.2. Training from private samples

8. Human related

8.1. Active learning

8.2. Human in the loop

8.3. Crowd sourcing

9. General Topic

9.1. Overfitting

9.2. Class imbalance

10. Etc.

10.1. various sensor

10.1.1. RGB, Depth, IR, LiDAR

10.2. Learned Index Structures

11. Bioinformatics

11.1. Genomics

11.2. Medical image

11.3. U-Healthcare