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AI Engineer Bootcamp - Coggle Diagram
AI Engineer Bootcamp
NLP (Natural Language Processing)
Vector Embeddings
AI Model - Thousands of dimentions
Semantic similarity
LLM (GPT, Gemini)
Types
Masked
Guess the missing word regardless of this position in a sentence
Autoregressive
Predict the next word
Techniques
N-grams
Appear frequence in training data
n-1 = 0 (predict words based on last word)
Recurrent Neural Network (RNN)
LSTM (Long short term memory)
Attention score
Transformers
Concepts
Convolutional natural transformation
Transformers
Apply transforme architetures to images
Machine Learning
Exemples: Optime prices in ecommerce, ensurance, so many use cases
Generative AI
Can generate new data
Generate new and real time responses
Generate unique pictures
Contcepts to achieve Generative AI
Large Language Models
Fundations models in models like ChatGPT
Trainet on vast text volumes
Diffusion Models
Advanced AI tools used for generating images and video like DALL-E3
Generative Adverserial Networkds
Generate text and image
Neural Radiance Fields
Specialized in 3d models
Hybrid Models
LLMs and GANs
LLM
Supervised machine learning
Unsupervised machine learning
Self-supervised learning