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- Uses Filters/Kernels: Unlike traditional ML models, CNNs use filters to extract features from images, making them efficient for image recognition.
- Key in Deepfake Technology: CNNs are used in generative adversarial networks (GANs) to create realistic deepfake images and videos.
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- Used in Self-Driving Cars: DNNs help autonomous vehicles recognize road signs, pedestrians, and other vehicles in real-time.
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- Origin Dates Back to 1943: The concept of ANNs was introduced by Warren McCulloch and Walter Pitts in their paper on neural networks and the human brain.
- Basis of Modern AI: ANNs laid the foundation for deep learning and many AI advancements, including language models like ChatGPT.
- Works with Any Type of Data: Unlike CNNs (which specialize in images), ANNs can process structured (tabular) and unstructured (text, audio) data.
Reinforcement Learning (RL)
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- Used in Stock Trading: RL is applied in algorithmic trading to optimize investment strategies.
Transformer Models
- BERT Improves Google Search: Google’s search engine became smarter by understanding context thanks to the BERT model.
- ChatGPT Uses Transformers: ChatGPT and other large language models are built on the transformer architecture.
- Can Write Code, Poems, and Stories: Transformers like GPT-4 generate human-like text, even writing articles, books, and scripts.
Recurrent Neural Networks (RNNs) & Long Short-Term Memory (LSTM)
- Google Translate utilizes RNNs: They help translate languages by considering word order and context.
- LSTMs Fix Memory Issues in RNNs: LSTMs allow AI to remember long-term dependencies, making them ideal for speech recognition.
- Used in Predicting Weather: LSTMs help forecast long-term weather patterns based on past data.
Bayesian Networks
- Used in Medical Diagnosis: They help doctors assess the probability of diseases based on symptoms.
- Powers Intelligent Fraud Detection: Financial institutions use Bayesian Networks to detect fraudulent transactions.
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The Evolution of AI Models & Genetic Algorithms (GAs)
- Used to Evolve AI Models: Some AI models evolve through genetic algorithms, optimizing themselves over generations.
- NASA Uses Them for Spacecraft Design: NASA has used evolutionary algorithms to design efficient spacecraft antennas.
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