Implementing AI Using Cognitive Modeling
Artificial intelligence
| Expert
- 18 videos | 44m 8s
- Includes Assessment
- Earns a Badge
Cognitive modeling can provide additional human qualities to AI systems. It is traditionally used in cognitive machines and expert systems. However, with extra computing power, it can be applied to more profound AI approaches like neural networks and reinforcement learning systems. Knowledge of cognitive modeling applications is essential to any AI developer aspiring to design AI architectures and develop large-scale applications. In this course, you'll examine the role of cognitive modeling in AI development and its possible applications in NLP, image recognition, and neural networks. You'll outline core cognitive modeling concepts and significant industry use cases. You'll list open source cognitive modeling frameworks and explore cognitive machines, expert systems, and reinforcement learning in cognitive modeling. Finally, you'll use cognitive models to solve real-world problems.
WHAT YOU WILL LEARN
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discover the key concepts covered in this course
describe the concept of cognitive modeling and its importance
specify how cognitive modeling can be used in AI applications
list companies that implement cognitive modeling approaches
describe how to use cognitive modeling for natural language processing
outline how to use cognitive modeling for image recognition
identify how to use cognitive modeling with neural networks
list open source cognitive modeling frameworks and describe their uses
name some real-life use cases of cognitive modeling -
define expert systems in terms of cognitive modeling
describe cognitive machines and specify their use and importance
describe the role of reinforcement learning in cognitive modeling
determine ways in which AI can reason in a similar way to the human brain
describe memory-augmented neural network architecture for learning complex tasks
work with natural language processing techniques to develop a smart question answering (QA) system
work with an AI system that can observe, reason, and predict tags for YouTube videos
create an AI algorithm that can predict heart disease using MRI images
summarize the key concepts covered in this course
IN THIS COURSE
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1.Course Overview1m 17sUP NEXT
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2.What Is Cognitive Modeling?2m 59s
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3.Applications of Cognitive Modeling2m 32s
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4.Cognitive Models in Various Industries2m 50s
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5.Cognitive Modeling and NLP2m 32s
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6.Cognitive Modeling and Image Recognition3m 4s
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7.Cognitive Modeling and Neural Networks2m 54s
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8.Open Source Cognitive Modeling2m 3s
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9.Cognitive Modeling: Real-life Use Cases2m 19s
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10.What Are Expert Systems?2m 19s
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11.What Are Cognitive Machines?2m 25s
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12.Computational Agents: Reinforcement Learning1m 50s
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13.What Is AI Reasoning?1m 38s
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14.Differential Neural Computer1m 56s
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15.Question Answering System3m 37s
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16.YouTube Video Tag Prediction3m 26s
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17.Predicting Heart Disease Using MRI3m 50s
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18.Course Summary38s
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